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BoryEcoTrace Service | ボリ循環資源品質認証・精算サービス

bory.ai — Fri, 7 Aug 2026 11:10:26 +0900

BoryEcoTrace Service | ボリ循環資源品質認証・精算サービス |

循環資源の回収・品質・認証・精算データをデジタルで管理し、レポートとAPIで提供する運用型サービス

BoryEcoTrace Serviceは、特定顧客向けに一度構築して完了する個別システムではありません。ボリの循環資源デジタルトレーシングプラットフォームを基盤に、回収現場入力、品質データ管理、証明書発行支援、精算根拠生成、ハッシュベースの完全性検証、API連携、定期レポートをサービスとして提供する仕組みです。

本サービスはBoryEcoTrace Platform、BoryFluidSense Solution、BorySensor Platform、BoryData Platformと連携し、循環資源回収業者、再生原料流通業者、処理業者、自治体・公共機関、ESG・資源循環管理組織に適用できます。

サービス概要を見る

サービス名	BoryEcoTrace Service / ボリ循環資源品質認証・精算サービス
主な目的	循環資源の回収履歴、品質データ、証憑資料、証明書、精算根拠をデジタルで管理
主な対象	循環資源回収業者、再生原料取引会社、処理業者、公共機関、ESG・資源循環管理組織
提供方式	Webサービス、現場アプリ連携、定期レポート、証明書発行支援、精算データ管理、API連携
主な機能	回収履歴管理、品質データ登録、写真・センサー証憑、品質認証レポート、精算根拠生成、ハッシュ検証
連携基盤	BoryEcoTrace Platform, BoryFluidSense Solution, BorySensor Platform, BoryData Platform

サービス概要

BoryEcoTrace Serviceは、循環資源の回収、品質確認、移動、保管、取引、精算の各工程をデジタルデータで管理し、顧客が品質認証資料および精算根拠として活用できるよう支援する、ボリの循環資源品質認証・精算サービスです。

循環資源産業では、資源がどこで発生し、いつ回収され、どのような品質状態で、誰が確認し、どの基準で精算されたかが重要です。しかし現場では、手書き記録、写真、Excel、メッセンジャー、計量資料、センサーデータが分散して運用されることが多くあります。

BoryEcoTrace Serviceは、こうした分散記録を一つのサービスフローにつなぎます。回収作業員アプリまたは現場入力画面で回収情報を登録し、品質測定値と写真・センサーデータを連携し、管理者承認後に証明書と精算レポートへ変換できます。

顧客は大規模なシステムを独自開発することなく、循環資源データ管理、品質証憑、取引先別精算、運用レポート、API連携機能をサービスとして導入できます。

サービス定義

BoryEcoTrace Serviceは、BoryEcoTrace Platformを基盤として提供される運用型の資源循環データサービスです。

· プラットフォーム：循環資源の回収、品質、移動、精算データを処理する共通技術基盤

· ソリューション：顧客の現場運用、精算基準、システム構成に合わせたカスタムシステム

· サービス：顧客がWeb、アプリ、レポート、証明書、精算データ、API連携の形で利用する運用サービス

したがってBoryEcoTrace Serviceは、「循環資源の品質データと精算根拠をサービスとして管理する資源循環運用サービス」と説明するのが適切です。

顧客課題

回収履歴が複数の資料に分散しています

回収日、回収場所、担当者、車両、資源種類、回収量、写真証憑が紙記録、Excel、メッセンジャー、別アプリに分かれていると、履歴確認や監査対応が困難です。BoryEcoTrace Serviceは回収案件ごとのデータを一つの履歴として保存し、確認と検索を容易にします。

品質データと精算データが分離しています

循環資源取引では、品質状態と数量が精算基準になる場合があります。しかし品質測定値、写真証憑、検収結果が精算資料と連携していないと、取引先確認や紛争対応が困難になります。本サービスは品質データと精算根拠を連携します。

証明書とレポート作成が繰り返し作業になります

取引先、機関、社内管理者に提出する品質確認書、回収履歴レポート、精算明細書を毎回手作業で作成すると、時間がかかり誤りも発生します。BoryEcoTrace Serviceは登録データを基に証明書とレポートの下書きを自動生成できるよう支援します。

データ改ざんと信頼性の検証が必要です

回収量、品質状態、写真、測定値、精算明細については、事後変更の可能性を検証することが重要です。本サービスはデータ生成時点、担当者、承認履歴、ハッシュベースの完全性検証構造により、データ信頼性を高める方向で構成できます。

公共・ESG・資源循環報告に必要なデータが不足しています

循環資源処理量、品質等級、回収地域、リサイクルフロー、精算金額、取引先別実績を整理できなければ、ESG報告、公共事業、社内運用改善に活用しにくくなります。本サービスは運用データをレポートとAPIで提供します。

主なサービス機能

1. 循環資源回収履歴管理

回収日時、位置、担当者、車両、取引先、資源種類、回収量、特記事項、写真を回収案件単位で保存します。回収作業員アプリまたは現場Web画面と連携し、現場からすぐに登録できます。

2. 品質データ登録・管理

レーダー、カメラ、センサー、手動検収値、写真証憑を品質データとして登録します。液体資源、再生原料、産業副産物、工程有機物など、顧客が管理する資源タイプに合わせて品質項目を設定できます。

3. 品質証明書発行支援

回収案件、ロット、取引先、期間別の品質データを基に、品質確認書または証明書の下書きを生成します。管理者が生成内容を確認・承認し、外部提出資料として活用できます。

4. 精算根拠生成

回収量、品質等級、単価、減額・加算条件、運送費、処理費、取引先基準を反映して精算根拠データを生成します。精算明細は取引先別、回収案件別、期間別に照会できます。

5. 写真・画像証憑管理

回収現場写真、資源状態写真、計量票、容器状態、車両積載状態などの画像証憑を回収履歴と連携して保存します。必要に応じてOCR・ラベル・バーコード認識と連携できます。

6. ハッシュベースの完全性検証

主要な回収データ、品質データ、証明書、精算レポートの生成時点と変更履歴を管理し、ハッシュベースの検証構造を適用してデータ信頼性を高められます。

7. 運用ダッシュボード

日別回収量、取引先別品質、品質等級分布、精算金額、未承認案件、異常データ、現場別処理状況をダッシュボードで確認します。

8. 定期レポート提供

月間回収実績、品質レポート、取引先別精算レポート、ESG・資源循環参考レポート、管理機関提出用運用レポートを生成できます。

9. 外部システムAPI連携

ERP、精算システム、計量システム、回収管理システム、公共機関報告システム、ESGデータプラットフォームとAPIで連携できます。

10. 権限ベースのデータ共有

回収作業員、現場管理者、精算担当者、取引先、本社管理者、公共機関担当者など、役割別に閲覧・登録・承認権限を個別設定できます。

サービス構成

現場入力：回収作業員アプリ、モバイルWeb、QR・バーコード、写真アップロード、位置・時刻記録
品質管理：品質測定値登録、画像証憑、検収結果、等級判定、承認履歴
認証管理：品質確認書生成、証明書番号管理、発行履歴、ハッシュ検証情報
精算管理：回収量、品質等級、単価、減額・加算条件、取引先別精算明細
ダッシュボード：回収状況、品質分布、未承認案件、精算状況、取引先・現場別統計
連携機能：BoryFluidSense、BorySensor、BoryData、ERP、精算システム、API連携

サービス提供方式

Webサービス型

顧客が別途開発することなく、Web管理画面から回収履歴、品質データ、証明書、精算明細を管理する方式です。

現場アプリ連携型

回収作業員または現場担当者が、モバイルアプリまたはモバイルWebで回収情報、写真、位置、品質状態を登録する方式です。

品質認証・レポート型

顧客が登録したデータを基に、品質確認書、証明書、月間品質レポート、取引先別精算レポートを提供する方式です。

精算運用型

取引先別の単価と品質基準を反映して回収案件ごとの精算データを生成し、管理者が確認・承認できるよう支援する方式です。

API連携型

顧客のERP、計量システム、精算システム、公共報告システムにBoryEcoTraceデータをAPIで連携する方式です。

運用代行型

顧客から提供された回収・品質データをボリ側で整理し、定期レポートと管理資料を提供する運用支援方式です。

サービス利用フロー

顧客の循環資源種類、回収方式、品質基準、精算基準、取引先構造を確認します。
回収作業員、現場管理者、精算担当者、取引先、本社管理者の権限を設定します。
回収現場で回収量、位置、写真、品質状態、特記事項を登録します。
品質測定値、センサーデータ、画像証憑、検収結果を回収履歴と連携します。
管理者が品質データと回収履歴を確認し、承認します。
承認済みデータを基に品質確認書、証明書、精算根拠を生成します。
取引先別精算レポート、月間運用レポート、ESG・資源循環参考資料を提供します。
運用データとフィードバックを基に、品質基準、精算基準、レポート様式を高度化します。

適用分野

再生原料の回収・精算

再生原料の回収量、品質等級、取引先別精算基準をデジタルで管理できます。

廃食用油・工程有機物管理

液体資源、混合液、工程副産物の回収履歴と品質データを管理し、精算根拠として活用できます。

産業副産物・循環資源品質管理

工場と処理業者の間で発生する循環資源データを、回収案件、ロット、取引先単位で追跡できます。

公共機関の資源循環事業

自治体や公共機関の回収実績、品質認証、精算管理、報告資料作成に活用できます。

ESG・資源循環レポーティング

企業の資源循環実績、リサイクルフロー、処理量、品質データをESG参考資料と社内報告資料として整理できます。

回収業者・処理業者の運用管理

現場回収作業員、車両、拠点、取引先、精算担当者の業務フローを統合管理できます。

連携製品・ソリューション・プラットフォーム

BoryEcoTrace Platform

循環資源の回収・品質・移動・精算データを処理する中核プラットフォームとして活用します。

BoryFluidSense Solution

レーダー・カメラ・ボードベースの液体品質分析データを、BoryEcoTrace Serviceの品質データとして連携できます。

BorySensor Platform

温度、水位、流量、位置、計量、環境センサーデータを回収・品質履歴と連携します。

BoryData Platform

回収履歴、品質データ、精算データ、証明書発行履歴を分析・可視化するデータ基盤として活用します。

BORY AI Platform

品質データ分析、異常データ検知、レポート自動化、文書生成機能と連携できます。

期待効果

回収・品質・精算データの一元化

回収現場記録、品質データ、写真証憑、精算情報を一つのサービスで管理できます。

取引先の信頼性向上

品質データと精算根拠を透明に提供し、取引先との確認手続きと紛争の可能性を減らせます。

証明書・レポート作成の効率化

繰り返し作成する品質確認書、精算レポート、運用レポートを自動化し、作業時間を削減できます。

データに基づく資源循環管理

回収量、品質等級、取引先別実績、地域別フローを分析し、運用改善とESG報告に活用できます。

APIベースの拡張性確保

既存のERP、精算システム、計量システム、公共報告システムと連携し、顧客の業務プロセスに自然に接続できます。

ボリ循環資源事業化基盤の強化

BoryFluidSense、BorySensor、BoryDataと連携し、循環資源品質分析から認証・精算サービスまで、収益型サービス構造へ拡張できます。

導入プロセス

要件確認：管理対象資源、回収方式、品質基準、精算基準、取引先構造を確認します。
データ項目設計：回収履歴、写真証憑、品質測定値、証明書、精算項目を定義します。
サービス環境構成：ユーザー権限、管理画面、現場入力画面、ダッシュボード、レポート様式を構成します。
PoC運用：一部の現場または資源タイプを対象に、回収登録、品質データ連携、精算レポートを検証します。
本サービス適用：現場アプリ、Webサービス、証明書、精算管理、API連携を実運用に適用します。
運用高度化：品質基準、精算基準、レポート様式、取引先別画面、API連携範囲を改善します。

BoryEcoTrace Serviceでできること

循環資源回収履歴管理
回収作業員アプリ・モバイルWebによる現場登録
品質測定データの登録・管理
写真・画像証憑管理
品質証明書発行支援
ハッシュベースのデータ完全性検証
取引先別精算根拠生成
月間回収・品質・精算レポート提供
ESG・資源循環参考レポート提供
拠点・車両・担当者・取引先管理
品質等級・単価・減額基準管理
BoryFluidSense品質データ連携
BorySensorセンサー・IoTデータ連携
ERP・精算システムAPI連携
公共機関・自治体の資源循環事業運営支援
循環資源データに基づく運用改善コンサルティング

導入お問い合わせ

BoryEcoTrace Serviceは、顧客の資源種類、回収方式、品質測定、精算基準、取引先構造、既存システム連携の有無に応じて、Webサービス型、現場アプリ連携型、品質認証・レポート型、精算運用型、API連携型、運用代行型として提案できます。

循環資源品質認証・精算サービス導入のお問い合わせ
回収作業員アプリ・現場入力サービスのお問い合わせ
品質データ・写真証憑管理サービスのお問い合わせ
品質確認書・証明書自動生成のお問い合わせ
取引先別精算レポート自動化のお問い合わせ
ハッシュベースのデータ完全性検証のお問い合わせ
BoryFluidSense品質測定連携のお問い合わせ
BorySensorセンサーデータ連携のお問い合わせ
ERP・精算システムAPI連携のお問い合わせ
資源循環ESGレポートのお問い合わせ
PoC提案依頼

ご案内

BoryEcoTrace Serviceは、循環資源の回収履歴、品質データ、証明書、精算根拠、レポートをデジタルで管理する運用型サービスです。

本サービスは品質データ管理と精算根拠生成を支援するものであり、法定認証、公認試験成績、会計上の最終精算、法的紛争判断を単独で代替するものではありません。

品質測定結果は、測定機器、センサー状態、校正の有無、現場環境、測定方法、データ入力精度によって異なる場合があります。公認認証や法定提出資料として利用する場合は、別途試験・検証・承認手続きが必要になることがあります。

回収位置、車両、担当者、取引先、写真、精算情報、事業者情報を保存または送信する場合、個人情報保護、営業情報保護、データセキュリティポリシーについて事前協議が必要です。

既存ERP、計量システム、精算システム、公共報告システムと連携する場合、API提供の有無、データ形式、セキュリティポリシー、運用プロセスによって構築範囲が異なることがあります。

導入前に、管理対象資源、品質基準、回収方式、精算基準、証明書様式、データ保存範囲、個人情報処理基準、連携システム、運用基準を事前に確認する必要があります。

関連製品・ソリューション・プラットフォーム

関連製品

· BoryFluidSense / ボリAIレーダー液体品質測定端末

· BoryRMS / センサー遠隔監視パッケージ

関連ソリューション

· BoryFluidSense Solution / ボリAIレーダー液体品質分析ソリューション

· BoryRMS Solution / ボリセンサー遠隔監視ソリューション

· BoryData Solution / ボリデータ分析・処理ソリューション

関連プラットフォーム

· BoryEcoTrace Platform / ボリ循環資源デジタルトレーシングプラットフォーム

· BorySensor Platform / ボリセンサー・IoTプラットフォーム

· BoryData Platform / ボリデータ分析プラットフォーム

· BORY AI Platform / ボリ人工知能プラットフォーム

BORY.ai 主要サービスのご紹介

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以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

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Bory バリアフリーAIキオスク運用サービス

bory.ai — Fri, 7 Aug 2026 11:08:54 +0900

EveryKiosk Service

Bory バリアフリーAIキオスク運用サービス

AI顧客対応、音声注文、アクセシビリティUI、遠隔運用管理、障害監視を一体で提供するキオスク運用サービス

EveryKiosk Serviceは、BoryのバリアフリーAIキオスクをお客様の現場で安定して運用できるよう支援するキオスク運用サービスです。キオスク機器を設置して終わるのではなく、メニュー・画面・コンテンツ管理、AI顧客対応、音声注文、字幕案内、やさしい説明、大きな文字・高コントラストUI、遠隔監視、障害通知、運用レポート、保守まで一体で提供します。

公共機関、病院、福祉施設、フランチャイズ、飲食店、無人店舗、展示施設、教育機関では、キオスクが注文・受付・案内・相談・決済・整理券発行・行政手続案内の役割を担います。しかし実際の運用では、メニュー変更、価格修正、画面更新、障害確認、決済エラー対応、アクセシビリティ設定、利用者からの問い合わせ対応、運用統計の確認が継続的に必要です。

EveryKiosk Serviceは、こうした運用負担を軽減し、お客様がキオスクを継続的かつ安定して利用できるよう、BoryのAI・アクセシビリティ・運用プラットフォームをサービスとして提供します。お客様は自社開発や運用人員の負担を減らしながら、バリアフリーAIキオスクの機能を継続的に改善できます。

サービス定義

EveryKiosk Serviceは、BoryのバリアフリーAIキオスク製品群を継続運用するためのサービスです。

製品はH/W・S/Wパッケージ、ソリューションはお客様の環境に合わせて構築するシステム、プラットフォームは複数の製品やソリューションを繰り返し開発できる共通技術基盤です。サービスは、これらの製品・ソリューション・プラットフォームをお客様が実際の現場で継続利用できるよう、運用・保守・監視・コンテンツ管理・高度化を提供する形態です。

EveryKiosk Serviceは、次の機能をサービスとして提供します。

· キオスクの遠隔運用管理

· メニュー、商品、サービス項目の更新

· 画面、コンテンツ、バナー管理

· AI顧客対応の運用

· 音声注文・音声案内の運用

· リアルタイム字幕、やさしい説明、アクセシビリティUIの運用

· 注文、受付、決済フローの点検

· POS、PG、予約、受付システム連携の管理

· 機器状態、ネットワーク、プリンター、決済モジュールの監視

· 障害通知および点検履歴管理

· 運用統計および月次レポートの提供

· サービス改善提案と高度化支援

つまり、EveryKiosk Serviceは、キオスクを「設置済みの機器」ではなく「継続運用されるAI顧客対応チャネル」として管理する、BoryのバリアフリーAIキオスク運用サービスです。

区分	内容
サービスの性格	キオスクH/W・S/Wを一回限りの納品で終わらせず、運用・保守・コンテンツ・AI対応・アクセシビリティ機能を継続管理するサービス
主な対象	公共機関、病院、福祉施設、フランチャイズ、飲食店、無人店舗、展示施設、教育機関、施設案内デスク
中核機能	キオスク遠隔運用、メニュー・コンテンツ管理、AI顧客対応、音声注文、アクセシビリティUI、障害監視、レポート、保守
運用方式	月額サブスクリプション型、保守型、運用委託型、多拠点統合運用型、公共・病院専用運用型として提案可能
連携基盤	BoryKiosk, BoryKiosk Solution, BoryKiosk Platform, BoryVoice Platform, BorySense Platform, BoryTalk Solution

お客様の課題

キオスクは設置後の運用管理がより重要です

キオスクは機器を設置すれば完了する製品ではありません。メニュー変更、価格修正、売り切れ処理、画面差し替え、イベントバナー、決済エラー、プリンターエラー、ネットワーク障害、利用者からの問い合わせが継続的に発生します。EveryKiosk Serviceは、こうした運用業務をサービス化し、お客様がキオスクを安定して維持できるよう支援します。

高齢者やデジタル弱者はキオスクの利用に困難を感じます

小さな文字、複雑なメニュー、多段階の決済手続、難しい案内文は、高齢者、障害者、外国人、デジタル弱者にとって障壁となる場合があります。EveryKiosk Serviceは、大きな文字、高コントラスト、やさしい説明、音声案内、字幕案内、段階別案内画面を運用し、キオスクのアクセシビリティを高めます。

店舗や機関では繰り返し案内業務が継続的に発生します

注文方法、決済方法、受付手順、営業時間、場所案内、行政手続、病院検査案内などの繰り返し質問は、現場スタッフの負担になります。EveryKiosk Serviceは、AI顧客対応と対話型案内機能を運用し、キオスクが一次顧客対応チャネルとして機能できるようにします。

拠点が増えるとメニューと画面の管理が複雑になります

フランチャイズや多拠点機関では、拠点ごとにメニュー、価格、画面、営業時間、イベント、障害状況が異なります。EveryKiosk Serviceは、中央運用方式で複数拠点のキオスクを管理し、必要に応じて拠点ごとに異なる方針を適用できるよう支援します。

障害が発生しても現場ですぐに把握することが困難です

キオスクアプリの終了、ネットワーク切断、決済機器エラー、プリンター用紙不足、カメラ・マイクエラー、タッチ画面の問題は、売上損失や苦情につながる可能性があります。EveryKiosk Serviceは、遠隔監視と障害通知により、迅速な確認と対応を支援します。

キオスク運用データがサービス改善に活用されていません

注文履歴、問い合わせ内容、離脱段階、アクセシビリティモード利用履歴、障害発生履歴は重要な運用データです。EveryKiosk Serviceは、このデータをレポートにまとめ、メニュー改善、画面改善、顧客対応品質の向上、店舗運営改善に活用できるよう支援します。

サービス概要

EveryKiosk Serviceは、BoryのBoryKiosk、BoryKiosk Solution、BoryKiosk Platformを基盤として提供される運用型サービスです。お客様はキオスクを単なる機器として購入するだけでなく、運用管理とAI機能の高度化を含むサービスとして導入できます。

· キオスク運用管理サービス

· メニュー・商品・価格・オプション管理サービス

· 画面・コンテンツ・バナー管理サービス

· AI顧客対応運用サービス

· 音声注文・音声案内運用サービス

· アクセシビリティUI運用サービス

· 注文・受付・決済フロー管理サービス

· POS・PG・予約・病院・公共システム連携管理

· 遠隔監視・障害通知サービス

· 多拠点運用管理サービス

· 運用データ分析・レポートサービス

· 定期保守・機能高度化サービス

主なサービス構成

1. キオスク初期設定サービス

お客様の業種、メニュー、業務フロー、決済方式、アクセシビリティ要件に合わせて、キオスクの初期画面と運用構造を設定します。

· 業種別画面テンプレートの適用

· メニュー・サービス項目の登録

· 営業時間・拠点情報の設定

· 決済・受付フローの設定

· アクセシビリティモードの初期値設定

· 管理者アカウント設定

2. メニュー・商品・サービス項目運用サービス

メニュー、商品、価格、オプション、売り切れ状態、カテゴリー、おすすめ項目を継続管理するサービスです。

· メニュー登録・修正

· 価格・オプション変更

· 売り切れ・販売停止の反映

· カテゴリー再編

· おすすめメニューの運用

· 拠点別メニューの差別適用

3. 画面・コンテンツ更新サービス

キオスクのメイン画面、注文画面、案内画面、イベントバナー、プロモーションコンテンツを運用するサービスです。

· メイン画面の差し替え

· イベントバナーの更新

· 案内文の修正

· 画像・動画コンテンツの反映

· 画面テンプレートの改善

· 季節・プロモーションコンテンツの反映

4. AI顧客対応運用サービス

キオスクでお客様の質問を理解し、注文、案内、相談、受付、行政手続のフローにつなげるAI対応サービスを運用します。

· よくある質問への回答

· 注文方法の案内

· サービス場所の案内

· 行政手続の案内

· 病院受付の案内

· 相談依頼の受付

5. 音声注文・音声案内運用サービス

利用者が話しかけてメニューを検索・注文したり、キオスクが音声で案内したりする機能を運用します。

· 音声メニュー検索

· 音声注文フローの運用

· 音声案内文の管理

· 高齢者向け音声ヘルプ

· 音声認識エラーの改善

· マイク・スピーカー状態の点検

6. 字幕・やさしい説明・アクセシビリティ運用サービス

聴覚障害者、難聴者、高齢者、外国人、デジタル弱者のためのアクセシビリティ機能を運用します。

大きな文字モード
高コントラストモード
やさしい文章による案内
字幕案内
段階別案内画面
多言語案内連携

7. 注文・受付・決済運用点検サービス

キオスクの注文、受付、決済、レシート、整理券、予約連携のフローが正常に動作しているか点検します。

注文フローの点検
決済連携の点検
レシート出力の点検
整理券発行の点検
予約・受付連携の点検
エラー発生段階の分析

8. 外部システム連携管理サービス

POS、PG、VAN、予約、病院受付、公共行政、CRM、ERPなどの外部システムとの連携状態を管理します。

POS連携管理
PG・VAN連携管理
予約システム連携
病院受付システム連携
公共行政システム連携
APIエラー履歴管理

9. 遠隔監視・障害通知サービス

キオスク機器とアプリの状態を遠隔で確認し、障害発生時の通知と対応履歴を管理します。

· 機器のオンライン状態確認

· アプリ実行状態の監視

· ネットワークエラーの検知

· プリンターエラーの検知

· 決済モジュールエラーの検知

· 障害対応履歴の管理

10. 多拠点統合運用サービス

複数拠点のキオスクを中央で管理し、拠点別設定と運用状況を確認するサービスです。

· 拠点別キオスク状態の確認

· 拠点別メニュー・価格管理

· コンテンツの一括配信

· 拠点別営業時間管理

· 拠点別障害状況の確認

· 本部管理者向けレポートの提供

11. 運用データ分析・レポートサービス

注文、問い合わせ、離脱、障害、アクセシビリティモード利用、メニュー選択データを分析し、運用レポートを提供します。

· 注文統計レポート

· 人気メニュー分析

· 画面段階別離脱分析

· よくある質問の分析

· 障害発生統計

· アクセシビリティモード利用状況

12. 定期保守・高度化サービス

キオスク運用中に発生する改善要望、機能更新、画面改善、AI応答改善を定期的に支援します。

· 定期点検

· 機能更新

· AI回答の改善

· アクセシビリティUIの改善

· 画面フローの改善

· 運用者教育支援

サービス提供方式

月額サブスクリプション型サービス

キオスク運用管理、遠隔監視、コンテンツ更新、レポート提供を月単位で行う方式です。中小規模の店舗、単一機関、小規模な拠点運用に適しています。

保守型サービス

すでに設置されているBoryKioskまたはお客様のキオスク環境に対して、定期点検、エラー対応、機能更新を提供する方式です。

運用委託型サービス

お客様がキオスク運用を直接管理することが難しい場合に、Boryがメニュー、画面、AI対応、障害確認、レポートまで運用する方式です。

多拠点統合運用型サービス

フランチャイズ、病院チェーン、公共機関、福祉施設など、複数拠点のキオスクを中央で統合管理する方式です。

公共・病院専用運用型サービス

行政案内、病院受付、収納、検査案内、アクセシビリティ案内など、個人情報とセキュリティ基準が重要な環境に合わせて運用する方式です。

PoC・試験運用型サービス

一部拠点または一部機能を対象に、AI顧客対応、音声注文、アクセシビリティUI、障害監視の効果を検証する方式です。

適用分野

公共機関の行政案内キオスク運用

住民センター、行政福祉センター、公共機関で、行政手続、書類案内、担当部署案内、整理券発行、相談接続機能を運用できます。高齢者や聴覚障害者のために、大きな文字、字幕、やさしい説明も一緒に提供します。

病院受付・収納・検査案内キオスク運用

病院受付、収納、予約確認、検査案内、診療科案内、整理券発行を運用できます。患者や付き添いの方が複雑な手順をわかりやすく進められるよう、音声案内とアクセシビリティUIを提供します。

飲食店・フランチャイズ注文キオスク運用

カフェ、飲食店、フードコート、フランチャイズ店舗で、メニュー注文、オプション選択、決済、レシート出力、整理券発行、イベントバナー運用を支援します。

無人店舗・スマートショップ運用

無人店舗やスマートショップで、商品案内、決済案内、顧客問い合わせ、プロモーション案内、障害監視、店舗運用データ分析を提供します。

展示場・広報館・施設案内キオスク運用

展示場、見本市、広報館、博物館、教育機関で、来訪者案内、プログラム検索、コンテンツ案内、多言語案内、アクセシビリティ案内を運用できます。

福祉施設・教育機関のアクセシビリティキオスク運用

福祉館、障害者支援機関、特別支援教育機関、教育施設で、やさしい文章、大きな文字、音声・字幕案内を提供し、情報アクセシビリティを高められます。

連携製品・ソリューション・プラットフォーム

BoryKiosk

BoryのバリアフリーAIキオスク製品の運用・保守・コンテンツ管理サービスとして連携します。

BoryKiosk Solution

お客様の環境に合わせて構築したバリアフリーAI顧客対応・注文決済ソリューションを継続運用するサービスとして活用します。

BoryKiosk Platform

キオスク機器、拠点、メニュー、画面、注文、アクセシビリティ、障害、運用データを管理する基盤プラットフォームです。

BoryVoice Platform

音声認識、音声合成、音声注文、音声案内機能をEveryKiosk Serviceに連携します。

BorySense Platform

字幕、やさしい説明、アクセシビリティUI、映像・音声ベースのアクセシビリティ機能をキオスク運用サービスに連携します。

BoryTalk Solution

AIチャットボットと相談自動化機能をキオスクの顧客対応フローに連携します。

BoryStoreTrack Solution

無人店舗の顧客動線、キオスク前の待機・離脱分析、顧客行動データを運用レポートへ拡張できます。

BoryData Platform

注文、問い合わせ、離脱、障害、アクセシビリティ利用データを分析し、レポート化する基盤として活用します。

期待効果

運用負担の軽減

お客様がキオスクのメニュー、画面、AI対応、障害状態をすべて直接管理しなくてもよいよう、運用サービスを提供します。

アクセシビリティの強化

大きな文字、高コントラスト、字幕案内、やさしい説明、音声案内を継続運用し、高齢者、障害者、外国人、デジタル弱者の利用利便性を高めます。

現場対応効率の向上

繰り返しの問い合わせや簡単な案内をキオスクが一次対応し、従業員の顧客対応負担を軽減できます。

障害対応速度の向上

キオスクアプリ、ネットワーク、プリンター、決済機器、運用状態を遠隔で確認し、障害発生時に迅速に対応できます。

多拠点運用の標準化

複数拠点のメニュー、画面、方針、営業時間、障害状況、レポートを中央で管理し、運用品質を標準化できます。

データに基づく改善

注文統計、離脱段階、よくある質問、アクセシビリティモード利用状況を分析し、画面構成とサービス品質を改善できます。

サービス型収益モデルの確保

一回限りのキオスク納品を超え、月額サブスクリプション、保守、運用委託、多拠点管理サービスによる継続収益構造を構築できます。

サービス運用プロセス

1. 要件確認

お客様の業種、拠点数、キオスクの利用目的、注文・受付・決済フロー、アクセシビリティ要件、既存システム連携範囲を確認します。

2. 運用環境設計

メニュー・商品・サービス項目、画面構成、AI対応範囲、アクセシビリティUI、決済・受付連携、障害監視基準を設計します。

3. 初期設定およびテスト

キオスク機器と管理者画面を設定し、メニュー登録、画面反映、音声注文、AI対応、決済・受付フローをテストします。

4. 試験運用

一部拠点または一部画面で実際の利用者フローを確認し、エラー、離脱、問い合わせ、アクセシビリティの使いやすさを検証します。

5. 本運用

お客様の現場にサービスを適用し、メニュー・画面更新、障害監視、レポート提供、AI対応改善を継続運用します。

6. 定期レポート提供

注文統計、問い合わせ種類、障害履歴、離脱段階、アクセシビリティ利用状況、改善提案などを定期レポートとして提供します。

7. 高度化および拡張

運用データに基づき、画面フロー、AI回答、音声認識、アクセシビリティUI、拠点別方針を改善し、サービス範囲を拡張します。

EveryKiosk Serviceでできること

バリアフリーAIキオスク運用サービスの提供
キオスクの月額サブスクリプション型運用管理
キオスク保守サービスの提供
メニュー・商品・価格・オプションの運用代行
キオスク画面・コンテンツ・バナーの更新
AI顧客対応の運用
音声注文・音声案内の運用
字幕・やさしい説明・大きな文字・高コントラストUIの運用
注文・受付・決済フローの点検
POS・PG・予約・病院・公共システム連携管理
遠隔監視・障害通知
多拠点キオスクの統合運用
キオスク運用レポートの提供
アクセシビリティモード利用統計の分析
画面段階別離脱分析
フランチャイズキオスク運用管理
公共機関の行政キオスク運用
病院受付キオスク運用
無人店舗キオスク運用
BoryKiosk Platformを基盤としたサービス拡張

導入お問い合わせ

EveryKiosk Serviceは、お客様の業種、キオスク設置台数、拠点数、運用方式、アクセシビリティ要件、決済・受付連携範囲に応じて、月額サブスクリプション型、保守型、運用委託型、多拠点統合運用型、公共・病院専用運用型として提案できます。

バリアフリーAIキオスク運用サービスのお問い合わせ
キオスク月額サブスクリプション運用のお問い合わせ
キオスク保守のお問い合わせ
キオスクメニュー・画面運用代行のお問い合わせ
AI顧客対応キオスク運用のお問い合わせ
音声注文キオスク運用のお問い合わせ
キオスクアクセシビリティUI運用のお問い合わせ
公共機関の行政キオスク運用のお問い合わせ
病院受付キオスク運用のお問い合わせ
フランチャイズ多拠点キオスク運用のお問い合わせ
無人店舗キオスク運用のお問い合わせ
キオスク遠隔監視のお問い合わせ
PoC・試験運用提案のご依頼

ご案内事項

EveryKiosk Serviceは、BoryのバリアフリーAIキオスク製品とプラットフォームを基盤に、キオスク運用、AI顧客対応、アクセシビリティUI、遠隔監視、保守を支援する運用型サービスです。

本サービスはキオスク運用と顧客対応を補助するものであり、すべての利用者の発話、すべての注文フロー、すべての現場障害を常に完全に自動処理することを保証するものではありません。

音声認識、AI回答、アクセシビリティ案内の結果は、周囲の騒音、マイク品質、話者との距離、話し方、メニューデータ、連携文書、ネットワーク環境によって異なる場合があります。

決済、注文、予約、病院受付、公共行政、個人情報処理に関する機能は、お客様の既存システム、法的基準、セキュリティ方針、承認手続に合わせた個別の連携検討が必要です。

カメラ、マイク、会話記録、注文履歴、利用者情報を保存または分析する場合は、個人情報保護基準、映像情報処理機器の運用基準、データセキュリティ方針について事前協議が必要です。

導入前に、利用目的、サービス運用範囲、データ収集方式、決済連携範囲、障害対応基準、レポート提供範囲、個人情報処理基準を事前に確認する必要があります。

関連製品・ソリューション・プラットフォーム

関連製品

· BoryKiosk / Bory バリアフリーAIキオスク

· BoryTalk / Bory AIウェブチャットボットおよびAI対話エンジンパッケージ

· BoryGlass Gov / リップリーディングSTTバリアフリーAI行政相談パッケージ

· BoryStoreTrack / 無人店舗顧客トラッキングパッケージ

関連ソリューション

· BoryKiosk Solution / Bory バリアフリーAI顧客対応・注文決済ソリューション

· BoryTalk Solution / Bory AIチャットボット・相談自動化ソリューション

· BoryVoice Solution / Bory 音声認識・リップリーディングSTTソリューション

· BORY Sense Solution / Bory AI映像理解・対話アクセシビリティソリューション

· BoryStoreTrack Solution / Bory 無人店舗AIトラッキングソリューション

· BoryData Solution / Bory データ分析・処理ソリューション

関連プラットフォーム

· BoryKiosk Platform / Bory バリアフリーAIキオスク運用プラットフォーム

· BoryVoice Platform / Bory 音声・対話AIプラットフォーム

· BorySense Platform / Bory AI映像理解・対話アクセシビリティプラットフォーム

· BORY AI Platform / Bory 人工知能プラットフォーム

· BoryData Platform / Bory データ分析プラットフォーム

· BoryAssist Platform / Bory バリアフリー・聴覚支援プラットフォーム

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

BORY Sense Service | ボリAI映像理解・対話アクセシビリティサービス

bory.ai — Fri, 7 Aug 2026 11:07:41 +0900

BORY Sense Service | ボリAI映像理解・対話アクセシビリティサービス

映像・音声・口形・対話データを字幕、要約、やさしい説明、アクセシビリティ画面に変換するボリAIアクセシビリティ運用サービス

BORY Sense Serviceは特定機器の販売用製品ページではなく、映像字幕の補正、リアルタイム字幕支援、対面・グループ対話の理解支援、ARグラスへの字幕表示、やさしい説明への変換、対話要約機能を顧客向けサービスとして提供するAIアクセシビリティサービスです。

BORY Sense Platformが複数の製品やソリューションに共通適用されるAI映像理解・対話アクセシビリティエンジンであるのに対し、BORY Sense Serviceはそのエンジンを活用し、公共機関、病院、教育機関、会議室、講義室、映像コンテンツ、ARグラス環境で実際の利用者に提供するサービスです。

サービス概要

サービス名	BORY Sense Service / ボリAI映像理解・対話アクセシビリティサービス
中核価値	映像・音声・口形・対話データをAIで理解し、字幕、要約、やさしい説明、アクセシビリティ画面として提供
主な対象	公共機関、病院、教育機関、福祉機関、会議・講義運営機関、コンテンツ制作会社、企業カスタマーセンター、聴覚支援サービス運営機関
提供方式	Webサービス型、リアルタイム字幕支援型、映像ファイル処理型、ARグラス連携型、API連携型、運用代行型
主な詳細サービス	BORY Caption, BORY Live, BORY Sense Talk, BORY Glass
連携基盤	BORY Sense Platform, BoryVoice Platform, BoryVision Platform, BoryXR Platform, BoryGlass, BoryGlass Gov, BoryKiosk, BoryTalk

サービス概要

BORY Sense Serviceは、映像、音声、口形、対話データをAIで分析し、利用者がより理解しやすい字幕、要約、やさしい説明、アクセシビリティ画面、ARグラス字幕として提供するボリのAIアクセシビリティサービスです。

公共機関の窓口相談、病院の受付・案内、講義・会議、映像コンテンツ、キオスク案内、ARグラスによる聴覚支援、対面・グループ対話の環境では音声中心の情報が多くあります。しかし、すべての利用者が音声を十分に聞き取れたり、速い発話をすぐ理解したり、複雑な文を容易に追えるわけではありません。

BORY Sense Serviceは、音声認識STT、読唇・AVSR補正、映像理解、対話要約、やさしい文章への変換、アクセシビリティUI、ARグラス表示機能をサービスとして提供します。利用者は映像をアップロードしたり、ライブ配信・会議・講義を接続したり、対面対話の場で字幕とやさしい説明を受け取ることができます。

単なる字幕変換サービスではなく、字幕品質を補正し、長い内容を要約し、難しい表現をやさしい文章に変換して、聴覚障害者、難聴者、高齢者、外国人、デジタル弱者が情報をより理解しやすくなるよう支援するアクセシビリティサービスです。

· サービス導入のお問い合わせ

· 映像字幕・要約サービスのご相談

· リアルタイム字幕支援PoCのお問い合わせ

· ARグラス字幕連携のお問い合わせ

· 提案書のご依頼

詳細サービス構成

BORY Caption / 映像字幕補正・要約・やさしい説明サービス

映像ファイルや録画コンテンツをアップロードすると、AIが音声字幕を生成し、必要に応じて読唇・AVSRベースの補正、要点要約、やさしい文章への変換、大きな文字・高コントラストのアクセシビリティ画面を提供します。教育映像、案内映像、広報映像、相談映像、講義映像のアクセシビリティ向上に活用できます。

BORY Live / リアルタイム配信・講義・会議字幕支援サービス

リアルタイムの講義、会議、セミナー、オンライン配信、相談現場の音声を字幕で表示し、必要に応じて要点要約とやさしい説明を併せて提供します。聴覚障害者、難聴者、高齢者、外国人、遠隔参加者がリアルタイムの内容をより理解しやすくなるよう支援します。

BORY Sense Talk / 対面・グループ対話理解支援サービス

対面相談、グループ会議、病院受付、行政相談、教育相談の環境で複数人の対話をテキスト化し、要点を整理します。対話内容を聞き逃しやすい利用者のために、字幕、話者区分、要約、フォローアップ案内を提供します。

BORY Glass / ARグラス字幕表示サービス

ARグラス画面にリアルタイムの対話字幕、案内文、やさしい説明を表示するサービスです。BoryGlass、BoryGlass Govと連携し、聴覚障害者、難聴者、高齢者が相手を見ながら会話内容を字幕で確認できるよう支援します。

顧客課題

音声中心の情報はすべての人に同じように届くわけではありません

講義、会議、相談、病院受付、行政案内、映像コンテンツは、その多くが音声中心で提供されます。聴覚障害者、難聴者、高齢者、外国人、発達障害者、デジタル弱者は音声を聞き逃したり、速い会話についていくことが難しい場合があります。BORY Sense Serviceは音声情報を字幕とやさしい説明に変換し、情報アクセシビリティを高めます。

自動字幕だけでは十分な理解につながりません

自動字幕は、誤認識、途切れた文章、話者区分の不足、専門用語、速い発話により、利用者が内容を理解しにくい場合があります。BORY Sense Serviceは字幕生成にとどまらず、字幕補正、要点要約、やさしい文章への変換、読みやすい画面構成も併せて提供します。

映像コンテンツのアクセシビリティ対応には時間と費用がかかります

教育映像、公共案内映像、広報映像、相談映像に字幕と要約を手作業で作成すると、多くの時間がかかります。BORY Captionは映像ファイルを基に字幕案、補正字幕、要約文、やさしい説明を生成し、アクセシブルなコンテンツ制作の負担を軽減します。

リアルタイムの会議・講義では内容を聞き逃しやすくなります

会議や講義は聞き直しが難しく、発話がすぐに流れていきます。BORY Liveはリアルタイム字幕と要点要約を提供し、利用者が発話内容を追い、重要な内容を確認できるよう支援します。

公共・医療現場の説明は難しく複雑な場合があります

行政手続、病院検査の案内、申請書類、制度説明には専門用語や長い文章が多くあります。BORY Sense Serviceは難しい表現をやさしい文章に変え、重要な案内を段階ごとに整理して利用者の理解を支援します。

対話記録が残らず、フォローアップが難しくなります

相談や会議の終了後、要点、要望、フォローアップ対応、確認が必要な項目を改めて整理する必要があります。BORY Sense Serviceは対話内容を記録・要約し、利用者と担当者の双方が内容を確認できるよう支援します。

主な機能

1. 映像字幕生成

映像ファイルやストリーミング音声を分析して字幕を生成します。教育、案内、広報、相談、講義映像に適用できます。

· 映像ファイルの字幕生成

· 講義映像の字幕

· 相談映像の字幕

· 公共案内映像の字幕

· 広報映像の字幕

· 字幕ファイル生成・編集支援

2. 読唇・AVSRベースの字幕補正

音声認識が難しい状況で口形の映像情報を補助的に利用し、字幕品質を高めます。

· 騒音環境での字幕補正

· 発話音量が小さい映像の補正

· 口形ベースの発話補助分析

· STT字幕とAVSR補正字幕の比較

· 聴覚支援AR字幕の品質改善

3. リアルタイム字幕支援

会議、講義、セミナー、相談、配信環境で発話内容をリアルタイムに字幕表示します。

· リアルタイム会議字幕

· リアルタイム講義字幕

· リアルタイム相談字幕

· オンライン配信の字幕支援

· 病院受付字幕

· 行政窓口字幕

4. 対話要約

長い対話や映像内容を要点中心に要約します。利用者は主な質問、回答、決定事項、フォローアップ対応を迅速に把握できます。

· 会議要約

· 講義の要点要約

· 相談内容の要約

· 映像の要点要約

· 行政相談の要約

· フォローアップ対応の整理

5. やさしい文章への変換

複雑な文章、専門用語、長い案内文を、よりわかりやすい表現に変換します。

· 行政サービスのやさしい説明

· 病院検査案内のやさしい説明

· 講義内容のやさしい説明

· 映像説明文のやさしい文章への変換

· 高齢者向けのやさしい案内

· 発達障害者向けアクセシビリティ案内支援

6. アクセシビリティ画面の提供

大きな文字、高コントラスト、簡易表示、字幕位置調整、読みやすいレイアウトにより、利用者ごとのアクセシビリティを高めます。

· 大きな文字表示

· 高コントラスト表示

· わかりやすい用語表示

· 字幕表示位置の調整

· モバイル・タブレット・デスクトップ画面対応

· ARグラス表示連携

7. 話者・対話の流れ整理

複数人が話す状況で対話の流れと発話区間を整理し、必要に応じて話者情報や発話内容を修正・管理できるよう支援します。

· 話者区分支援

· 発話時間表示

· 対話区間整理

· 話者名修正

· 字幕編集

· 対話履歴管理

8. ARグラス字幕表示

BoryGlassと連携し、ARグラス画面にリアルタイム字幕と案内文を表示します。

· 日常会話字幕

· 会議字幕

· 講義字幕

· 行政相談字幕

· 病院受付字幕

· ARグラス用アクセシビリティUI

9. 映像・対話データ管理

アップロードした映像、字幕、要約、やさしい説明、撮影情報、発話条件、場所、機器情報を管理できます。

· 映像アップロード管理

· 字幕データ管理

· 撮影条件入力

· 場所・機器情報管理

· 機関用・個人用データ管理

· 学習・品質改善用データ管理

10. API連携

顧客のWebサイト、教育プラットフォーム、会議システム、映像プラットフォーム、キオスク、ARグラス、相談システムと連携できます。

· 映像プラットフォームAPI連携

· 会議システム連携

· 教育プラットフォーム連携

· キオスク字幕連携

· ARグラスAPI連携

· 相談システム連携

サービス適用方式

映像ファイル処理型

映像ファイルをアップロードすると、字幕、補正字幕、要約、やさしい説明を生成する方式です。教育映像、広報映像、相談録画、案内映像に適しています。

リアルタイム字幕支援型

会議、講義、相談、配信環境の音声をリアルタイムに字幕化する方式です。オンライン会議、教室、セミナー、行政窓口、病院受付に適用できます。

対面対話支援型

カメラとマイクを備えたPC、タブレット、キオスク、現場端末を通じて、対面対話を字幕と要約で提供する方式です。

ARグラス連携型

ARグラスと連携し、利用者の視野内に字幕と案内文を表示する方式です。聴覚支援、行政相談、病院案内、現場教育に活用できます。

API連携型

顧客の既存Webサービス、映像プラットフォーム、会議システム、キオスク、相談システムにBORY Sense機能をAPIで連携する方式です。

運用代行型

ボリが字幕品質、要約品質、やさしい説明文、アクセシビリティ画面構成、運用データを定期的に管理・改善する方式です。

適用分野

公共機関の窓口アクセシビリティ

行政窓口の相談内容をリアルタイム字幕で表示し、複雑な行政案内をやさしい文章に変換して、利用者が内容を理解しやすくなるよう支援します。

病院受付・検査案内

病院受付、検査案内、会計、医事相談、診療科案内を字幕とやさしい説明で提供し、高齢者や難聴患者の理解を支援します。

会議・講義アクセシビリティ

会議と講義のリアルタイム字幕、終了後の要約、要点整理を提供し、聴覚アクセシビリティと記録管理を同時に強化します。

映像コンテンツアクセシビリティ

教育映像、案内映像、広報映像、相談映像に字幕、要約、やさしい説明を追加し、より多くの利用者がコンテンツを理解できるようにします。

ARグラスによる聴覚支援

ARグラス画面に対話字幕を表示し、聴覚障害者、難聴者、高齢者が相手を見ながら会話内容を確認できるよう支援します。

キオスク・無人案内アクセシビリティ

キオスクの音声案内と画面案内を字幕、大きな文字、やさしい文章で提供し、デジタル弱者の使いやすさを高めます。

カスタマーセンター・相談記録

顧客相談内容をテキスト化し、相談結果を要約し、フォローアップ対応と主要な要望を整理できます。

教育・発音学習支援

映像・音声データを基に発話内容を確認し、字幕、やさしい説明、反復学習コンテンツへ拡張できます。

運用プロセス

サービス目的の確認: 映像字幕、リアルタイム字幕、対面対話支援、ARグラス字幕、やさしい説明変換の中から必要なサービスを確認します。
入力環境の分析: 映像ファイル、カメラ、マイク、ストリーミング、会議システム、ARグラス、キオスクなどの入力環境を分析します。
字幕・要約· やさしい説明基準の設計: 字幕表示方式、要約レベル、やさしい文章への変換基準、アクセシビリティUI基準を定めます。
PoCの実施: 一部の映像または限定された現場環境で、字幕品質、要約品質、やさしい説明の品質、画面表示方式を検証します。
サービス構築・連携: Web画面、管理者画面、API、ARグラス、キオスク、会議システム、映像プラットフォームと連携します。
運用データ管理: 字幕結果、利用者フィードバック、エラー事例、未認識発話、要約品質を管理します。
サービス高度化: 実際の利用データを基に、字幕品質、文章表現、要約方式、アクセシビリティUIを継続的に改善します。

期待効果

情報アクセシビリティの向上

音声・映像・対話情報を字幕、要約、やさしい説明で提供することにより、聴覚障害者、難聴者、高齢者、外国人、デジタル弱者の情報アクセシビリティを高めることができます。

映像コンテンツの活用拡大

既存の映像コンテンツに字幕と要約を追加し、教育、案内、広報、相談コンテンツの活用範囲を広げることができます。

会議・講義記録業務の効率化

リアルタイム字幕と対話要約により、議事録、講義記録、相談記録の整理負担を軽減できます。

公共・医療サービス品質の強化

行政相談、病院受付、検査案内、福祉相談で利用者の理解度を高め、バリアフリーサービスのイメージを強化できます。

ARグラスベースの聴覚支援サービス拡張

BoryGlassと連携し、装着型字幕サービス、行政相談字幕、会議・講義字幕サービスへ拡張できます。

サービス型収益構造の確保

映像処理、リアルタイム字幕、アクセシビリティAPI、ARグラス字幕、運用代行を、月額購読、件別処理、機関契約の形で提供できます。

BORY Sense Serviceでできること

映像字幕生成サービスの提供
STT字幕と読唇・AVSR補正字幕の比較サービス提供
映像要約サービスの提供
やさしい文章変換サービスの提供
リアルタイム会議字幕支援サービスの提供
リアルタイム講義字幕支援サービスの提供
行政相談字幕サービスの提供
病院受付・検査案内字幕サービスの提供
対面・グループ対話理解支援サービスの提供
ARグラス字幕表示サービスの提供
キオスクへのアクセシビリティ字幕連携
相談記録・要約サービスの提供
大きな文字・高コントラスト・簡易表示のアクセシビリティUI提供
映像・対話データ管理
字幕・要約APIの提供
BoryGlass・BoryGlass Gov連携
BORY Sense Platformベースのサービス運用

関連製品・ソリューション・プラットフォーム

関連製品

· BoryGlass / ボリ読唇・音声認識聴覚支援ARグラス

· BoryGlass Gov / 読唇STTバリアフリーAI行政相談パッケージ

· BoryKiosk / ボリバリアフリーAIキオスク

· BoryTalk / ボリAI Webチャットボット構築・AI対話エンジンパッケージ

関連ソリューション

· BORY Sense Solution / ボリAI映像理解・対話アクセシビリティソリューション

· BoryVoice Solution / ボリ音声認識・読唇STTソリューション

· BoryGlass Solution / ボリ読唇・音声認識ARグラスソリューション

· BoryGlass Gov Solution / ボリバリアフリーAI行政相談ソリューション

· BoryKiosk Solution / ボリバリアフリーAI顧客対応・注文決済ソリューション

· BoryTalk Solution / ボリAIチャットボット・相談自動化ソリューション

関連プラットフォーム

· BORY Sense Platform / ボリAI映像理解・対話アクセシビリティプラットフォーム

· BoryVoice Platform / ボリ音声・対話AIプラットフォーム

· BoryVision Platform / ボリ映像AIプラットフォーム

· BoryXR Platform / ボリAR・XRプラットフォーム

· BoryAssist Platform / ボリバリアフリー・聴覚支援プラットフォーム

· BORY AI Platform / ボリ人工知能プラットフォーム

導入のお問い合わせ

BORY Sense Serviceは、顧客の映像・音声・対話データ、適用環境、アクセシビリティ要件、セキュリティポリシー、連携システムに応じて、映像ファイル処理型、リアルタイム字幕支援型、対面対話支援型、ARグラス連携型、API連携型、運用代行型として提案できます。

· AI映像理解・対話アクセシビリティサービス導入のお問い合わせ

· 映像字幕補正・要約サービスのお問い合わせ

· リアルタイム配信・講義・会議字幕支援のお問い合わせ

· 対面・グループ対話理解支援サービスのお問い合わせ

· ARグラス字幕表示サービスのお問い合わせ

· 公共機関の行政相談アクセシビリティサービスのお問い合わせ

· 病院受付・相談字幕サービスのお問い合わせ

· キオスクアクセシビリティ字幕連携のお問い合わせ

· 映像プラットフォーム字幕・要約APIのお問い合わせ

· PoC提案のご依頼

ご案内

BORY Sense Serviceは、映像、音声、口形、対話データを分析し、字幕、要約、やさしい説明、アクセシビリティ画面を提供するAIベースのアクセシビリティサービスです。

本サービスはコミュニケーションと情報理解を支援するサービスであり、すべての音声・映像・口形・対話内容を完全に認識または解釈することを保証するものではありません。

音声認識、読唇・AVSR補正、映像理解、要約、やさしい文章変換の結果は、周囲の騒音、照明、カメラ位置、マイク品質、発話習慣、映像品質、ネットワーク環境、データ条件によって異なる場合があります。

医療、法律、金融、公共サービスなど重要な判断が必要な分野では、AIが生成した字幕、要約、やさしい説明を担当者が確認する手順を設けることを推奨します。

相談音声、映像、字幕、対話記録、利用者情報を保存または送信する場合は、個人情報保護基準とデータセキュリティポリシーについて事前協議が必要です。

本サービスはアクセシビリティ向上とサービス利用支援を目的とするものであり、医療診断、法的判断、公的証明資料の作成を行う単独システムとして表現するものではありません。

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

Bory 臨床検査室リアルタイム運用モニタリングサービス

bory.ai — Fri, 7 Aug 2026 11:06:00 +0900

BoryLabOps Service

Bory 臨床検査室リアルタイム運用モニタリングサービス

LIS、TLAミドルウェア、分析装置インターフェース、検体フロー、検査進捗、装置状態をリアルタイムで連携し、臨床検査室の運用を一目で管理できるAIベースの運用モニタリングサービス

サービス概要

BoryLabOps Serviceは、臨床検査室の検体フローと検査進捗をリアルタイムで確認し、運用担当者がボトルネック、遅延、エラー、装置異常、データ欠落、検体状態の異常を迅速に把握できるよう支援する、臨床検査室向けリアルタイム運用モニタリングサービスです。

病院の臨床検査室は、LIS、TLA、前処理装置、後処理装置、分析装置、検体搬送システム、ミドルウェアサーバー、Webクライアント、手作業が共存する複雑な環境です。BoryLabOps Serviceは、これらのデータを1つの運用画面とレポート構造に統合します。

検体受付、オーダー受信、前処理進捗、分析装置への到着、分析進捗、分注、保管、廃棄、エラー処理、再検、装置状態、TAT、運用指標をリアルタイムでモニタリングし、必要に応じて担当者への通知と対応履歴管理につなげます。

区分	内容
サービス名	BoryLabOps Service / Bory 臨床検査室リアルタイム運用モニタリングサービス
主な目的	臨床検査室の検体フロー、検査工程、装置状態、オーダー処理、エラーイベントをリアルタイムでモニタリング
運用方式	LIS/TLA Middleware連携 + Sample Viewer + Setup Manager + Realtime Dashboard + 通知・レポート
対象	病院の臨床検査室、臨床検査センター、TLA運用機関、自動化検査室、検査室統合運用部門
連携基盤	BoryLab Platform, BoryLabLink Solution, BoryLabQC Solution, BoryData Platform, BoryVision Platform

顧客課題

1. 臨床検査室のデータが複数のシステムに分散しています

臨床検査室の運用データは、LIS、TLA Control Server、Middleware Server、分析装置、前処理・後処理装置、手動確認画面に分かれて存在することが多くあります。

データが分散していると、検体がどこにあるのか、どの検査が進行中なのか、どの装置で遅延が発生しているのか、どのイベントがエラーにつながる可能性があるのかを一目で確認することが困難です。

BoryLabOps Serviceは、複数システムのデータを運用画面に統合し、臨床検査室の現在の状態を迅速に確認できるよう支援します。

2. 検体処理の各工程の進捗をリアルタイムで確認する必要があります

検体は、受付、前処理、遠心分離、開栓、分注、分析装置への投入、検査、後処理、保管、廃棄などの工程を経て移動します。

運用担当者は、検体単位で現在の工程、オーダー状態、到着有無、分析装置での進捗、再検の必要性、エラー発生の有無を確認できる必要があります。

BoryLabOps Serviceは、検体ごとの処理履歴、現在位置、進捗状態をデータベースに保存・照会できる構造で運用モニタリングを支援します。

3. 装置と分析装置の状態を統合的に確認する必要があります

分析装置、前処理装置、後処理装置、バッファ、搬送システム、ミドルウェアサーバーが個別に運用されると、検査フロー全体のボトルネックを特定することが困難です。

BoryLabOps Serviceは、分析装置ごとの状態、接続状態、オーダー送受信状態、通信エラー、装置別の処理状況を統合ダッシュボードで確認できるよう構成します。

4. エラーと遅延を早期に発見する必要があります

検体バーコードエラー、オーダー欠落、装置通信エラー、検体到着遅延、分析装置の待機、データ未受信、不適合検体、手動介入が必要なイベントは、検査遅延と運用負担につながる可能性があります。

BoryLabOps Serviceは、エラー候補と遅延候補をイベントとして分類し、運用担当者が優先して確認すべき項目を通知と一覧で提供します。

5. 運用履歴とレポートを体系的に管理する必要があります

検査室の運用品質を改善するには、検体処理量、時間帯別のボトルネック、装置別の処理状況、エラー種別、対応履歴、TAT指標を継続的に確認する必要があります。

BoryLabOps Serviceは、リアルタイムモニタリングに加え、日次・週次・月次の運用レポートとデータ履歴照会機能を通じて、検査室の運用改善に活用できる資料を提供します。

主なサービス機能

1. LIS・TLAミドルウェア連携モニタリング

LIS、TLA Middleware Server、TLA Control Server、分析装置インターフェース間のオーダーと結果のフローをモニタリングする機能です。オーダー受信、オーダー送信、検体到着、分析進捗、結果送受信、エラーイベントを運用画面で確認できます。

· LISオーダー受信状況の確認

· TLA Middlewareデータ送受信状態の確認

· 分析装置インターフェース状態の確認

· オーダー欠落・重複・遅延候補の確認

· 検査結果連携状態の確認

· 通信エラーおよびデータ未受信の通知

2. 検体進捗工程モニタリング

検体単位で、受付から前処理、分析、後処理、保管、廃棄までの進捗状態を確認する機能です。検体ID、バーコード、オーダー、装置、現在の工程、イベント履歴、処理状態をまとめて照会できます。

· 検体ごとの現在工程を照会

· 検体処理履歴をDBに保存

· 前処理・分析・後処理フローを確認

· 検体到着・分注・保管・廃棄状態を確認

· 再検・保留・エラー検体を表示

· 検体検索とフィルタリング

3. Sample Viewerサービス

検体ごとの詳細情報を確認できるビューア機能です。運用担当者は、検体のバーコード、オーダー情報、分析装置割り当て、検査項目、処理工程、エラー履歴、分析結果の連携状態を迅速に確認できます。

· 検体バーコード検索

· 検体ごとの検査項目を照会

· 分析装置の割り当て情報を確認

· 検体処理工程を表示

· エラー・再検・保留履歴を確認

· 検体ごとの詳細ログを確認

4. Realtime Dashboardサービス

臨床検査室の運用状態を一目で確認できるリアルタイムダッシュボードです。一覧、チャート、ゲージ、状態インジケーター、イベント通知、装置状態、処理量、TAT指標を運用目的に合わせて表示します。

· リアルタイム処理状況ダッシュボード

· 装置別の処理量を表示

· 検体工程別の件数を表示

· エラー・遅延イベントを表示

· TAT状況を表示

· 時間帯別の処理推移

· 運用担当者の確認が必要な項目を強調

5. Setup Managerサービス

装置コード、検査項目コード、分析装置コード、ポート設定、メッセージルール、使用有無、連携情報を管理する機能です。運用環境や分析装置構成の変更に合わせてシステム設定を管理できます。

· 装置コード管理

· 分析装置コード管理

· 検査項目コード管理

· 検体状態コード管理

· ポートとサーバーアドレス設定

· 使用有無および表示設定

· 管理者権限に基づく設定変更

6. 装置・分析装置状態モニタリング

前処理装置、後処理装置、分析装置、バッファ、搬送システム、サーバー、クライアントの接続状態と運用状態を確認する機能です。

· 分析装置の接続状態を表示

· 装置別の処理状況を表示

· 装置エラーイベントを表示

· サーバーおよび通信状態を確認

· 装置別の待機・稼働・エラー状態を表示

· 装置運用履歴を管理

7. エラー・遅延通知サービス

検体処理中にエラーや遅延が発生する可能性のあるイベントを検知し、管理者に通知する機能です。通知基準は検査室の運用方式に合わせて調整できます。

· 検体到着遅延通知

· オーダー未受信・未送信通知

· データ重複・欠落候補通知

· 装置通信エラー通知

· 分析装置の待機時間増加通知

· 不適合検体候補通知

· 担当者の確認が必要なイベント通知

8. 不適合検体・品質管理連携

BoryLabQC Solutionと連携し、検体画像、ラベル、バーコード、容器状態、検体量、色、前処理状態をAI判定結果とともに運用画面に表示します。

· 不適合検体候補を表示

· 検体画像判定結果を連携

· ラベル・バーコード確認結果を連携

· 検体品質イベントを管理

· 検体の再確認・保留・再採血業務と連携

· 品質管理レポートを生成

9. 運用レポートサービス

検査室の運用データを日次、週次、月次単位で整理し、レポートとして提供します。運用担当者は、処理量、遅延、エラー、装置別の稼働状況、TAT指標、品質イベントを確認できます。

· 日次処理量レポート

· 装置別処理状況レポート

· TAT指標レポート

· エラー種別統計

· 検体工程別ボトルネック分析

· 品質管理イベントレポート

· 運用改善資料を提供

10. API・Webサービス連携

BoryLabOps Serviceは、病院内部システム、検査室運用システム、データ分析プラットフォーム、モバイル・タブレット画面、外部ダッシュボードと連携できるよう、APIとWebサービス構造に拡張できます。

· LIS連携API

· TLA Middleware連携API

· 分析装置状態API

· 検体履歴照会API

· ダッシュボードデータAPI

· モバイル・タブレットWeb/App連携

· 外部統計システム連携

サービス導入方式

1. 病院内部ネットワーク運用型

病院内部ネットワークまたは検査室専用ネットワークで、ミドルウェアサーバー、Webサーバー、DB、ダッシュボードを運用する方式です。患者情報と検体情報を外部に出しにくい病院環境に適しています。

2. TLAミドルウェア連携型

既存のTLA Control ServerとMiddleware Server間のオーダー・検体・装置状態データを収集し、Sample ViewerとRealtime Dashboardで運用状況を表示する方式です。

3. Webダッシュボード運用型

臨床検査室の運用担当者がPC、タブレット、大型モニターでリアルタイム処理状況を確認する方式です。検査室状況ボード、管理者画面、品質管理画面、ボトルネック分析画面で構成できます。

4. ハイブリッドWeb/App型

スマートデバイスとPCの両方からアクセスできるレスポンシブWebまたはハイブリッドWeb/App方式です。管理者、検査室運用担当者、保守担当者がそれぞれ必要な画面を確認できます。

5. API連携型

顧客の既存LIS、TLA、装置管理システム、品質管理システム、病院データプラットフォームとAPIで連携する方式です。既存システムを維持しながら、リアルタイムモニタリングとレポート機能を追加できます。

適用分野

臨床検査室リアルタイム運用モニタリング

検体受付、前処理、分析、後処理、保管、廃棄までの全フローをリアルタイムで確認するサービスとして活用できます。運用担当者は検査室の処理状況を1つの画面で確認し、ボトルネックとエラー候補を迅速に把握できます。

TLA運用状況モニタリング

TLA装置と分析装置の連携環境で、オーダー送受信、検体移動、分析装置割り当て、装置状態、エラーイベントをモニタリングするために活用します。

検体履歴照会・追跡サービス

検体IDまたはバーコードを基準に、検体の処理履歴、工程別時間、装置間移動、エラーイベント、結果連携状態を確認できます。

検査室品質管理モニタリング

不適合検体候補、ラベル・バーコード確認、検体量・状態判定、エラー種別統計、品質管理イベントを運用レポートとともに管理できます。

検査室ボトルネック・TAT分析

装置別処理量、時間帯別遅延、工程別待機時間、エラー発生区間、再検件数を分析し、検査室の運用改善とTAT短縮に活用できます。

保守・装置運用支援

分析装置とミドルウェアの通信状態、サーバー状態、データ受信状態、装置別エラー履歴を確認し、保守担当者の対応を支援します。

運用プロセス

要件確認：病院LISの構造、TLA構成、分析装置の種類、検体フロー、運用指標、ダッシュボード要件を確認します。
連携範囲の定義： LIS、TLA Middleware、TLA Control Server、分析装置、装置、DB、Webクライアントの連携範囲を定義します。
データ構造分析：オーダー、検体、分析装置、装置状態、エラーコード、検査工程、結果メッセージの構造を分析します。
PoC構成：一部のメッセージと装置データを対象に、Sample Viewer、Dashboard、通知、検索機能を検証します。.
サービス構築：ミドルウェア連携、DB、Webサーバー、ダッシュボード、管理者画面、通知、レポート、権限管理構造を構築します。
運用検証：実際の検査室運用フローで、データ整合性、遅延、エラー表示、ダッシュボードの視認性、ユーザー利便性を検証します。
高度化運用：ボトルネック分析、TAT指標、品質管理、不適合検体連携、AI分析レポートへ機能を拡張します。

期待効果

1. 検査室の運用状態を一目で確認

検体フロー、装置状態、オーダー処理、分析装置の進捗、エラーイベントを1つのダッシュボードで確認できるため、運用担当者が状況を把握する時間を短縮できます。

2. 検体遅延とエラーへの対応速度向上

オーダー欠落、データ未受信、検体遅延、分析装置待機、装置エラー候補を通知し、担当者が迅速に確認・対応できるようにします。

3. TAT管理とボトルネック改善

検体工程別の時間と装置別の処理量を分析してボトルネック区間を特定し、検査室の運用改善とTAT短縮戦略の策定に活用できます。

4. 装置とミドルウェアの運用安定性を強化

分析装置、ミドルウェア、サーバー、Webクライアントの状態を継続的に確認し、通信エラーとデータ欠落を早期に把握できます。

5. 品質管理データの確保

不適合検体候補、エラー履歴、対応履歴、検査工程別の履歴データを蓄積し、品質管理と内部報告資料に活用できます。

6. 臨床検査室AIサービス拡張基盤の構築

BoryLabOps Serviceを基盤として、検体画像判定、装置異常予測、TAT予測、消耗品予測、運用レポート自動化など、AIベースの臨床検査室サービスへ拡張できます。

BoryLabOps Serviceで実現できること

臨床検査室リアルタイム運用モニタリングサービスの構築
LIS・TLA Middleware連携運用状況の表示
検体ごとの処理工程と処理履歴の照会
Sample Viewerによる検体詳細照会
Realtime Dashboardによる処理状況の表示
Setup Managerによる装置・検査コード管理
分析装置・前処理・後処理装置の状態モニタリング
オーダー欠落・重複・遅延候補の通知
検体遅延・エラー・再検・保留イベント管理
装置通信エラーとデータ未受信の通知
TAT指標とボトルネック分析レポートの提供
不適合検体判定結果と運用画面の連携
臨床検査室運用レポートの自動化
病院内部ネットワーク基盤のWebサービス運用
スマートデバイス向けHybrid Web/App連携
BoryLab PlatformおよびBoryLabLink Solutionとの連携

導入のお問い合わせ

BoryLabOps Serviceは、病院臨床検査室のLIS構造、TLA構成、分析装置の種類、検体処理フロー、ミドルウェア連携方式、ダッシュボード要件、内部セキュリティポリシーに合わせて提案できます。

· 臨床検査室リアルタイム運用モニタリングサービス導入のお問い合わせ

· LIS・TLA Middleware連携相談

· Sample Viewer構築のお問い合わせ

· Realtime Dashboard構築のお問い合わせ

· Setup Manager構築のお問い合わせ

· 検体履歴照会・追跡サービスのお問い合わせ

· 検査室運用レポート自動化のお問い合わせ

· 不適合検体判定連携のお問い合わせ

· TAT・ボトルネック分析レポートのお問い合わせ

· 病院内部ネットワークWebサービス構築のお問い合わせ

· 臨床検査室Hybrid Web/Appのお問い合わせ

· PoC提案依頼

ご案内

BoryLabOps Serviceは、臨床検査室の運用状況、検体フロー、装置状態、オーダー処理、エラーイベントをモニタリングし、運用管理を支援するサービスです。

本サービスは、医師、臨床検査技師、検査室運用担当者の業務を支援するシステムであり、検査結果に関する医学的判断や診断行為を代替するものではありません。

検体情報、患者情報、検査オーダー、検査結果、装置状態データを保存または送信する場合、病院の個人情報保護基準、医療情報セキュリティポリシー、内部ネットワーク運用基準、アクセス権限、暗号化ポリシーについて事前協議が必要です。

LIS、TLA Control Server、Middleware Server、分析装置、前処理・後処理装置と連携する場合、各システムのAPI、メッセージプロトコル、ポート、データ形式、ネットワークポリシーにより、構築範囲とスケジュールが異なる場合があります。

AIベースの不適合検体判定、装置異常予測、TAT予測機能を適用する場合、実際の運用データに基づく検証と担当者による確認手順を併せて設計することを推奨します。

導入前に、連携範囲、データ保存範囲、ユーザー権限、ログ管理、運用レポート範囲、通知基準、障害対応手順について事前確認が必要です。

関連製品・ソリューション・プラットフォーム

関連製品

· BoryLabQC / Bory AI検体品質判定パッケージ

· BoryLabLink / Bory臨床検査室統合ミドルウェアパッケージ

関連ソリューション

· BoryLabQC Solution / Bory不適合検体AI判定ソリューション

· BoryLabLink Solution / Bory臨床検査室統合ミドルウェアソリューション

· BoryVision Solution / Bory映像・画像AI分析ソリューション

· BoryData Solution / Boryデータ分析・処理ソリューション

関連プラットフォーム

· BoryLab Platform / Bory臨床検査室統合運用プラットフォーム

· BoryData Platform / Boryデータ分析プラットフォーム

· BoryVision Platform / Bory映像AIプラットフォーム

· BORY AI Platform / Bory人工知能プラットフォーム

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

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borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
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ボリ患者安全AIモニタリングサービス

bory.ai — Fri, 7 Aug 2026 11:04:03 +0900

BoryMed Care Service

ボリ患者安全AIモニタリングサービス

ベッドサイドカメラとセンサーデータに基づき、患者の状態、転倒リスク、褥瘡リスク、呼吸の変化、病室内の異常状況をリアルタイムで監視するAI患者安全運用サービス

サービス概要

BoryMed Care Serviceは、病室、介護施設、リハビリテーション病院、集中治療室、隔離病棟、回復室などで、患者の動きや状態変化をAIでモニタリングし、医療従事者やご家族が必要な情報を迅速に確認できるよう支援する患者安全AIモニタリングサービスです。

カメラ、センサー、エッジAIモジュール、ベッド単位のモニタリング装置、ダッシュボード、通知システムを基盤に、患者の姿勢、離床、転倒リスク、褥瘡リスク、活動量、呼吸の変化、睡眠状態、痛みや不快感の兆候、病室環境の変化などを分析します。

BoryMed Care Serviceは病院業務を代替するシステムではなく、患者安全管理業務を支援するサービスです。医療従事者はベッドごとのリスク信号や通知を参考に迅速に確認し、必要な対応を判断できます。

区分	内容
サービス名	BoryMed Care Service / ボリ患者安全AIモニタリングサービス
主な目的	患者の姿勢、活動量、離床、転倒リスク、褥瘡リスク、呼吸の変化、病室内の異常状況をAIでモニタリング
運用方式	ベッド単位装置 + エッジAI + 病院ダッシュボード + 通知 + 運用レポート
対象	病院、療養病院、リハビリテーション病院、介護施設、隔離病棟、回復室、患者安全管理部門
連携基盤	BoryMed Monitor, BoryMed Solution, BoryMed Platform, BoryVision Platform, BorySensor Platform

顧客課題

1. 医療従事者が各ベッドの状態を継続的に直接確認することは困難です

病棟では複数の患者を同時に管理する必要があります。医療従事者がすべてのベッドを常時直接確認することは難しく、転倒、離床、同じ姿勢の長時間維持などのリスクは短時間に発生する可能性があります。

BoryMed Care Serviceはベッドごとの状態を継続的にモニタリングし、リスク信号を通知することで、医療従事者が確認の優先順位を決めるのを支援します。

2. 転倒リスクと離床を早期に把握する必要があります

高齢患者、術後回復期の患者、リハビリ患者、認知機能が低下した患者は、突然の動きや離床により転倒リスクが高まる可能性があります。

BoryMed Care Serviceは、患者の姿勢変化、ベッド端への接近、長時間の無動作、急な移動パターンを分析し、転倒リスク候補を早期に確認できるよう支援します。

3. 褥瘡リスクと長時間の同一姿勢を管理する必要があります

長期間寝たきりの患者には体位変換が重要です。しかし、ベッド数が多い場合、患者ごとの姿勢変化や動作状態を個別に記録することは困難です。

BoryMed Care Serviceは、患者の姿勢と活動量に基づいて、同じ姿勢の長時間維持、動きの減少、体位変換の必要性をモニタリングし、管理者が確認できるようにします。

4. 患者の不快の兆候を見逃してはいけません

患者の痛み、不快感、睡眠障害、呼吸の変化、反復動作、ナースコール前の行動変化は、患者安全管理における重要な手掛かりとなる可能性があります。

BoryMed Care Serviceは映像、音声、センサーデータを組み合わせて患者の状態変化を観察し、医療従事者が確認すべき異常兆候を整理します。

5. 病棟運用データが体系的に蓄積されていません

患者安全イベントが発生してもデータが分散していると、リスクパターン、反復イベント、病棟別の管理状況を分析することが困難です。

BoryMed Care Serviceは、ベッドごとのイベント履歴、通知履歴、対応履歴、レポートデータを蓄積し、病棟運用の改善と患者安全管理資料として活用できるよう支援します。

主なサービス機能

1. ベッドサイドカメラ・センサーデータ収集

ベッド周辺のカメラ、センサー、エッジ装置が患者状態と病室環境データを収集します。病院環境に応じて、デュアルカメラ、エッジAIボード、RS485センサー、ベッド単位装置、サーバー連携構成で設計できます。

· ベッドサイドカメラ映像入力

· 患者の位置と姿勢データの収集

· 病室環境センサーとの連携

· ベッド単位のエッジAI分析

· サーバーとダッシュボードへのデータ送信

· 装置状態と通信状態の確認

2. 患者の姿勢・活動量モニタリング

患者の臥位、座位、動き、活動量、長時間の静止状態を分析します。医療従事者は患者ごとの動きの変化と管理の必要性を確認できます。

· 患者の姿勢変化を検知

· ベッド内の動きを分析

· 長時間動きがない状態を検知

· 活動量の変化を確認

· ベッドごとの状態表示

· 患者状態履歴の保存

3. 離床・転倒リスク通知

患者がベッドの端へ移動したり、ベッドから離れようとしたりする場合、リスク候補イベントとして表示します。通知は病棟ダッシュボード、医療従事者向けアプリ、ご家族への通知、病院内部システムと連携できます。

· 離床候補の検知

· 転倒リスク行動候補の検知

· リスク優先順位の表示

· 医療従事者通知との連携

· 通知履歴の管理

· リスクが繰り返される患者リストの管理

4. 褥瘡リスク・体位変換管理

同じ姿勢が長時間続いた場合や動きが減少した場合、褥瘡リスク管理対象候補として表示します。患者ごとの体位変換履歴と管理の必要性を確認できます。

· 同じ姿勢の長時間維持を確認

· 体位変換が必要な候補を表示

· 動きが減少した患者を確認

· 患者ごとの管理履歴を保存

· 看護業務の参考レポートを作成

· 病棟別の褥瘡リスク管理状況を提供

5. 呼吸変化・睡眠状態モニタリング

カメラとセンサーデータを活用し、患者の呼吸動作、睡眠中の動き、繰り返す寝返り、不快感の兆候候補をモニタリングします。この機能は医療診断ではなく、観察を支援する情報として提供されます。

· 呼吸動作候補の分析

· 睡眠中の活動量変化を確認

· 繰り返す寝返りを検知

· 不快感の兆候候補を表示

· 夜間病棟モニタリングを支援

· 患者状態変化レポート

6. 痛み・不快感・感情状態候補の分析

映像と音声データを利用できる環境では、表情、動き、音声変化、呼出しパターンを参考に、患者の不快感の兆候候補を分析します。結果は担当者が確認するための参考情報として提供されます。

· 表情・動きに基づく不快感の兆候候補

· 音声・呼出しパターン分析

· 反復動作と不快行動の検知

· 看護師による確認が必要なイベントを表示

· 患者ごとの状態変化を要約

· ご家族共有用の要約情報

7. 病院ダッシュボードと通知サービス

病棟、ベッド、患者状態を一画面で確認できるダッシュボードを提供します。医療従事者はリスクイベント、通知状況、対応履歴、装置状態、病棟別レポートを確認できます。

· ベッドごとの患者状態ダッシュボード

· リスクイベント一覧

· 通知処理状況

· 装置接続状態

· 病棟別統計

· 日次・週次運用レポート

8. 医療従事者・ご家族連携

医療従事者向けアプリや病院内部システムと連携して通知を伝達し、必要に応じてご家族に限定的な状態情報を提供します。患者情報保護と病院方針に従ってアクセス権限を分離します。

· 医療従事者通知との連携

· ご家族向け状態確認画面

· 担当者別の権限管理

· 病棟別アクセス権限設定

· イベント確認・処理記録

· 個人情報保護基準の反映

サービス運用方式

区分	内容
ベッド単位運用型	各ベッドにカメラとエッジAI装置を構成し、患者状態をベッド単位でモニタリングします。
病棟統合運用型	複数のベッドを病棟単位のダッシュボードに統合し、医療従事者がすべてのリスクイベントを一画面で確認できます。
介護施設運用型	療養病院、介護施設、リハビリ施設で、高齢者の転倒リスク、動きの減少、夜間の状態変化をモニタリングします。
オンプレミス型	映像や患者データを外部へ送信することが難しい病院環境で、内部サーバーを基盤に運用します。
クラウド・ハイブリッド型	複数拠点の施設や遠隔モニタリングが必要な場合、クラウドダッシュボードと連携して運用します。
API連携型	病院EMR、看護業務システム、通知システム、病院アプリ、ご家族向けアプリとAPIで連携します。

適用分野

病院病棟の患者安全モニタリング

一般病棟で患者の離床、転倒リスク、同じ姿勢の長時間維持、夜間の異常動作をモニタリングし、看護業務を支援します。

療養病院・介護施設の高齢者モニタリング

高齢者や移動が困難な患者の動き、睡眠中の状態変化、離床リスクを確認し、ご家族と医療従事者に必要な情報を提供します。

リハビリテーション病院・回復室の患者状態管理

リハビリ過程で患者の活動量、姿勢変化、回復中の動きの変化を観察し、治療・看護計画の策定時に参考となるデータを提供します。

隔離病棟・感染管理環境のモニタリング

医療従事者の直接接触を減らす必要がある環境では、ベッドの状態を遠隔で確認し、必要に応じて医療従事者の感染リスク行動認識や病室環境データと連携できます。

患者安全データレポート

転倒リスクイベント、褥瘡リスク管理履歴、夜間通知、対応履歴、装置状態をレポートにまとめ、患者安全会議、病棟運用改善、ご家族への説明資料として活用できます。

サービス導入プロセス

要件確認：病院規模、ベッド数、病棟構造、患者安全管理目標、データセキュリティ基準を確認します。
現場環境分析：病室構造、カメラ設置位置、照明、ネットワーク、電源、センサー連携の可否を検討します。
PoC構成：一部の病室またはベッドを対象に、患者姿勢、離床、通知、ダッシュボード機能を検証します。
運用基準設定：転倒リスク、褥瘡リスク、通知基準、医療従事者の確認手順、ご家族への共有範囲を病院方針に合わせて設定します。
サービス構築：ベッド装置、エッジAI、サーバー、ダッシュボード、通知システム、権限管理を構築します。
病院システム連携：必要に応じてEMR、看護業務システム、病院アプリ、ご家族向けアプリ、通知システムと連携します。
運用検証・高度化：実際の運用データに基づいて、イベント基準、通知頻度、画面構成、レポート品質を改善します。

期待効果

患者の転倒リスクと離床候補を早期に確認できます。
ベッドごとの患者状態をダッシュボードで統合的に確認できます。
褥瘡リスク管理と体位変換確認業務をデータに基づいて支援できます。
夜間や休日でもリスクイベントを通知で確認できます。
患者安全イベントと対応履歴を蓄積し、病棟運用改善資料として活用できます。
ご家族と医療従事者に患者状態情報を限定された範囲で共有できます。
既存の病院システムと連携し、患者安全管理体制を高度化できます。

BoryMed Care Serviceでできること

ベッド単位の患者安全AIモニタリングサービス運用
患者の姿勢および活動量のモニタリング
離床および転倒リスク候補の通知
褥瘡リスクおよび体位変換管理の支援
呼吸に関連する動きと睡眠状態変化の観察
痛みおよび不快感の兆候候補の分析
病棟別患者安全ダッシュボードの提供
医療従事者向け通知サービス連携
ご家族向け限定情報共有画面の構成
患者安全イベントレポートの作成
病院EMRおよび看護業務システムとのAPI連携
オンプレミス型による病院内部ネットワーク運用
療養病院および介護施設の患者状態モニタリング
BoryMed Platformを基盤とする患者安全サービスの拡張

導入に関するお問い合わせ

BoryMed Care Serviceは、病院規模、病棟構造、ベッド数、カメラ設置の可否、センサー連携範囲、セキュリティ方針、既存病院システムとの連携有無に応じてカスタマイズして提案できます。

· 患者安全AIモニタリングサービス導入に関するお問い合わせ

· ベッドサイドカメラ・センサー型モニタリングPoCに関するお問い合わせ

· 転倒リスク・離床通知サービスに関するお問い合わせ

· 褥瘡リスク・体位変換管理サービスに関するお問い合わせ

· 病棟ダッシュボード構築に関するお問い合わせ

· 療養病院・介護施設向け患者安全モニタリングに関するお問い合わせ

· 医療従事者・ご家族向け通知アプリ連携に関するお問い合わせ

· 病院内部ネットワークへのオンプレミス構築に関するお問い合わせ

· EMR・看護業務システムAPI連携に関するお問い合わせ

· BoryMed Platform連携に関するお問い合わせ

ご案内

BoryMed Care Serviceは、患者状態の観察、患者安全イベントの確認、病棟運用を支援するAIモニタリングサービスです。本サービスは医療従事者による診断、治療、処方、看護判断を代替するものではありません。

AI分析結果、転倒リスク候補、褥瘡リスク候補、呼吸変化候補、痛みまたは不快感の兆候候補は、医療従事者と病院担当者の確認を経て最終判断される必要があります。

映像、音声、センサー、患者状態データを保存または分析する場合、個人情報保護、医療情報保護、映像情報処理機器の運用基準、病院内部のセキュリティ方針、患者およびご家族への通知手続について事前検討が必要です。

カメラ位置、照明、患者の姿勢、寝具による遮蔽、センサー状態、ネットワーク環境、データ品質によって、分析結果と通知品質が異なる場合があります。

導入前に、サービス目的、ベッド構成、データ収集範囲、保存範囲、通知基準、権限管理、病院システム連携範囲、運用責任範囲について病院と協議する必要があります。

関連製品・ソリューション・プラットフォーム

区分	内容
関連製品	BoryMed Monitor / ボリ病院患者AIモニタリング装置
関連ソリューション	BoryMed Solution / ボリ病院患者安全AIモニタリングソリューション
関連プラットフォーム	BoryMed Platform / ボリ医療・ヘルスケアプラットフォーム
連携プラットフォーム	BoryVision Platform, BorySensor Platform, BoryData Platform, BORY AI Platform
連携可能なサービス	病院ダッシュボード、医療従事者向けアプリ、ご家族向けアプリ、通知システム、病院内部システム

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

BoryTinnitus Care Service | ボリ耳鳴り分析・管理サービス

bory.ai — Fri, 7 Aug 2026 11:02:20 +0900

BoryTinnitus Care Service | ボリ耳鳴り分析・管理サービス |

EEG・fNIRSに基づく耳鳴りデータとユーザーフィードバックをもとに、個人ごとの耳鳴り状態を記録・分析・管理し、パーソナライズされた音楽管理サービスへつなぐボリの耳鳴りケアサービス

個人・機関向け利用に関するお問い合わせ

病院・保健所・聴覚センターへの導入に関するお問い合わせ

EEG・fNIRSバンド連携に関するお問い合わせ

紹介資料・提案書のご依頼

サービス概要

BoryTinnitus Care Serviceは、ユーザーの耳鳴りの種類、周波数、強度、生活環境、聴取履歴、EEG・fNIRS生体信号データに基づいて耳鳴り状態を記録・分析し、個人別の管理フローとパーソナライズされた音楽サービスを連携する、ボリの耳鳴り分析・管理サービスです。

ボリは、EEG脳波データを活用した耳鳴り緩和向けパーソナライズ音楽生成サービスの開発を通じて、EEG分析、耳鳴り周波数に基づくマスキング曲生成、SongleのWebベース作曲・聴取サービス、BLE・WebSocketによるリアルタイムデータ収集、ユーザーフィードバックに基づく自動改善の仕組みを確立しました。また、fNIRS対応Bluetoothバンドの開発資料では、耳鳴り音の種類と症状の程度を入力し、脳血流データをサーバーへ送信して機械学習で分析する方向性を示しています。

BoryTinnitus Care Serviceは、これらの研究・開発成果を顧客接点のサービスとして整理したものです。ユーザーは日常的に自分の耳鳴り状態を記録し、生体信号に基づく分析結果、推奨音楽、聴取フィードバック、管理履歴を確認できます。病院、保健所、聴覚センター、研究機関は、機関アカウントを通じてユーザーごとの状態と利用状況を管理できます。

サービス定義

製品は所定のH/W・S/Wパッケージ、ソリューションは顧客環境に合わせて構築するシステム、プラットフォームは複数の製品やサービスを繰り返し開発するための共通技術基盤です。サービスは、ユーザーが実際にアクセスして利用し、データとフィードバックが継続的に蓄積される顧客接点です。

BoryTinnitus Care Serviceは、耳鳴り分析機器や音楽生成機能だけを意味するものではありません。耳鳴り状態の入力、EEG・fNIRSデータ収集、生体信号分析、耳鳴りタイプ管理、パーソナライズ音楽推薦、聴取履歴、ユーザーフィードバック、機関向け管理、レポート提供までを含む耳鳴り管理サービスです。

顧客課題

耳鳴り状態を客観的に記録・管理することが困難です

耳鳴りはユーザーが感じる主観的な音と不快感が大きいため、病院や機関でもユーザーの口頭説明に頼る場合が多くあります。ユーザーが自分の耳鳴りの種類、周波数、強度、発生状況を日常的に記録・管理できる仕組みが必要です。

耳鳴りの音と反応は個人ごとに異なります

耳鳴りには、高音性、低音性、拍動性、機械音、口笛のような音、セミの鳴き声のような音など、さまざまな感じ方があります。同じ音楽やマスキング音でもユーザーによって反応が異なるため、個人別のデータに基づく管理が必要です。

生体信号データがあってもサービス管理につながりません

EEGやfNIRSデータを収集しても、ユーザープロフィール、音楽推薦、聴取反応、管理レポートと連携できなければ、継続的なサービス価値は限定されます。

耳鳴り緩和音楽を継続的に探すことが困難です

ユーザーは自分に合うマスキング音や音楽を見つけにくく、繰り返し聴取した後にどの音楽が役立ったかを記録することも容易ではありません。管理サービスでは、音楽推薦と聴取フィードバックを一体的に運用する必要があります。

病院・機関では事後管理とデータ蓄積が困難です

耳鳴り相談や聴覚リハビリテーションの後、ユーザーが自宅や日常生活でどのような状態にあるか、どの音楽を聴いたか、どのような変化があったかを機関が確認することは困難です。

構成要素	説明
ユーザープロフィール管理	耳鳴りタイプ、音の種類、耳鳴り周波数、症状の程度、発生位置、生活状況、好みの音楽を管理します。
耳鳴り状態の記録	ユーザーが日別・状況別に耳鳴りの強度、不快感、睡眠・集中状態、聴取前後の変化を記録します。
EEGデータ連携	BLE対応EEGセンサーとアプリ・WebSocketサーバーを接続し、脳波データを収集・分析します。
fNIRSバンド連携	fNIRS Bluetoothバンドまたは開発キットと連携し、脳血流に基づく耳鳴り管理データへ拡張します。
生体信号分析	アルファ、ベータ、ガンマ、デルタ、シータなどのEEG特徴量とfNIRSの血流変化を分析します。
音楽推薦・連携	Songle Tinnitus Serviceと連携し、耳鳴り周波数とユーザー反応に基づく音楽を推薦します。
聴取履歴管理	生成曲、推薦曲、マスキング音、聴取時間、満足度、体感変化を記録します。
機関向け管理画面	病院・保健所・聴覚センターで、ユーザーごとの状態、データ収集履歴、聴取履歴、フィードバックを確認します。
レポート・相談資料	ユーザー別管理レポート、相談参考資料、機関向け統計資料を提供します。

サービス構成

主な機能

1. 耳鳴りプロフィール登録

ユーザーは、自分の耳鳴り音の種類、耳鳴り周波数、発生位置、症状の程度、発生時間帯、生活環境、既存の管理方法を登録できます。機関向けサービスでは、相談担当者がユーザープロフィールを共同で管理できます。

2. 日常の耳鳴り状態記録

ユーザーは、一日の耳鳴りの強度、不快感、睡眠状態、ストレス、集中度、音楽聴取前後の体感変化を記録できます。継続的な記録により、ユーザーの耳鳴り管理パターンを確認します。

3. EEGに基づく耳鳴り分析

EEGデータからアルファ、ベータ、ガンマ、デルタ、シータなど主要な脳波帯域の特徴を抽出し、耳鳴りの有無、耳鳴り反応、聴取前後の状態分析に活用します。EEGデータは、音楽聴取とフィードバック管理の補助指標として使用できます。

4. fNIRSに基づく脳血流管理への拡張

fNIRS Bluetoothバンドと連携すると、脳血流変化データを耳鳴り状態管理に活用できます。耳鳴り音の種類、症状の程度、脳血流データを一緒に蓄積し、個人別管理モデルを拡張します。

5. 耳鳴りタイプ・症状程度の分析

ユーザー入力データと生体信号データに基づき、耳鳴りタイプ、症状の程度、状況別変化、反復パターンを整理します。分析結果は診断ではなく、ユーザー管理と相談を補助する参考資料として提供します。

6. パーソナライズ音楽推薦連携

Songle Tinnitus Serviceと連携し、耳鳴り周波数、好みのマスキング音、聴取反応、生体信号データに基づいて、個人別の音楽推薦とマスキング曲生成へつなげます。

7. 聴取履歴・フィードバック管理

ユーザーがどの音楽を聴いたか、聴取後に耳鳴りの感じ方がどう変化したか、どのマスキング音が快適だったかを記録します。蓄積されたフィードバックは、次回以降の推薦と音楽生成条件の改善に活用されます。

8. 機関向けユーザー管理

病院、保健所、聴覚センター、研究機関は、ユーザー別プロフィール、生体信号収集履歴、聴取履歴、フィードバック、レポートを確認できます。相談前後の管理資料として活用できます。

9. レポート自動生成

耳鳴り状態の変化、聴取履歴、生体信号の要約、ユーザーフィードバック、推薦音楽の履歴をレポート形式で整理します。個人向け管理レポートと機関向け相談参考レポートとして構成できます。

10. データに基づくサービス高度化

蓄積されたユーザーデータとフィードバックに基づき、推薦品質、音楽生成条件、UI案内、利用フローを継続的に改善します。

サービス利用フロー

ユーザーがBoryTinnitus Care Serviceに登録するか、機関アカウントで登録されます。
耳鳴り音の種類、耳鳴り周波数、症状の程度、発生状況などの基本プロフィールを入力します。
必要に応じてEEGセンサーまたはfNIRSバンドを装着し、生体信号データを収集します。
サービスがユーザー入力データと生体信号データを分析し、耳鳴り管理情報を整理します。
ユーザーに合う音楽、マスキング音、聴取コンテンツを推薦するか、Songle Tinnitus Serviceへ接続します。
ユーザーは音楽を聴き、体感変化、満足度、不快事項を記録します。
サービスは聴取履歴とフィードバックを管理し、その後の推薦・レポートに反映します。
機関向けサービスでは、相談担当者や管理者がユーザー別の管理状況とレポートを確認します。

適用対象

適用対象	活用方法
個人ユーザー	耳鳴り状態を継続的に記録し、自分に合う音楽やマスキング音を見つけたいユーザー
病院・耳鼻咽喉科	耳鳴り相談後のユーザーの日常管理と音楽聴取履歴を確認したい機関
保健所・公共機関	地域住民向け耳鳴り管理、高齢者の聴覚支援、デジタルヘルスケア実証事業を推進する機関
聴覚センター・言語聴覚リハビリテーション機関	聴覚リハビリテーション、難聴・耳鳴り相談、ユーザーフィードバック管理サービスを運営したい機関
研究機関・大学	EEG・fNIRSに基づく耳鳴り反応データと音楽反応データを研究したい機関
ヘルスケア・ウェルネス企業	睡眠、瞑想、メンタルケア、ウェアラブルサービスに耳鳴り管理機能を組み込みたい企業

サービス形態

サービス形態	説明
個人向けサービス	個人がWeb・アプリで耳鳴り状態を記録し、音楽推薦・聴取・フィードバック機能を利用します。
機関向けサービス	病院、保健所、聴覚センターがユーザーアカウントを管理し、相談参考レポートを確認します。
研究向けサービス	EEG・fNIRSデータ収集、音楽反応データ、ユーザーフィードバックデータを研究目的で管理します。
機器連携型サービス	BoryTinnitus Band、fNIRS Developer Kit、EEGセンサー、モバイルアプリと連携します。
音楽連携型サービス	Songle Tinnitus Serviceと連携し、パーソナライズされたマスキング曲、変調曲、耳鳴り緩和音楽へ拡張します。

連携製品・ソリューション・プラットフォーム

BoryTinnitus Band

EEGまたはfNIRSに基づく耳鳴り分析バンドと連携してユーザーの生体信号データを収集し、耳鳴り状態管理と音楽推薦に活用します。

Songle Tinnitus Service

EEGに基づく耳鳴り緩和向けパーソナライズ音楽生成サービスと連携し、ユーザーの耳鳴り周波数、マスキング音の嗜好、生体信号反応を音楽生成へつなげます。

BoryBioSignal Platform

EEG、fNIRSなどの生体信号を収集・分析・管理する基盤プラットフォームと連携し、耳鳴りデータ分析の仕組みを拡張します。

Bory fNIRS Solution / Developer Kit

fNIRSに基づく脳血流データの収集・分析機能を耳鳴り管理データへ拡張します。

BORY AI Platform

生体信号分析、推薦アルゴリズム、音楽生成、データ可視化、レポート自動化の上位AI基盤として連携します。

期待効果

個人別耳鳴り管理の体系化

ユーザーの耳鳴り状態、聴取履歴、フィードバック、生体信号データを継続的に記録し、個人別の管理フローを構築できます。

生体信号に基づく管理の高度化

EEGとfNIRSデータを活用し、単純なアンケートや記憶だけに頼らず、生体信号に基づく補助指標も併せて管理できます。

パーソナライズ音楽サービスとの自然な連携

BoryTinnitus Care Serviceで収集した耳鳴り状態とフィードバックを、Songle Tinnitus Serviceの音楽推薦・生成フローと連携できます。

機関向け事後管理の強化

病院、保健所、聴覚センターがユーザー別の管理履歴とレポートを確認し、相談と事後管理に活用できます。

データに基づくサービス改善

ユーザーフィードバックと生体信号反応データを蓄積し、推薦アルゴリズム、音楽生成条件、UI/UX、機関向けレポートを継続的に改善できます。

ボリの耳鳴り・生体信号事業の拡張

耳鳴りバンド、Songle Tinnitus、BoryBioSignal Platform、fNIRS開発キットと連携し、ボリの聴覚支援・ヘルスケアサービスのラインアップを拡張できます。

運用プロセス

段階	内容
ユーザー登録	個人または機関アカウントでユーザーを登録し、基本的な耳鳴りプロフィールを入力します。
データ収集	耳鳴り状態記録、EEG・fNIRS生体信号、音楽聴取履歴、ユーザーフィードバックを収集します。
分析・要約	耳鳴りタイプ、症状の程度、生体信号特徴、聴取前後の変化を分析・要約します。
推薦・連携	ユーザー状態に合う音楽推薦、マスキング音選択、Songle Tinnitus連携を提供します。
レポート提供	個人向け管理レポートと機関向け相談参考レポートを提供します。
サービス改善	蓄積データとフィードバックに基づき、推薦品質とユーザー体験を改善します。

BoryTinnitus Care Serviceでできること

耳鳴り状態記録サービスの提供
耳鳴りタイプ・周波数・症状程度の管理
EEGに基づく耳鳴り反応データの管理
fNIRS脳血流に基づく耳鳴り管理データの拡張
耳鳴り関連の聴取前後フィードバック管理
耳鳴り緩和音楽推薦との連携
マスキング音・パーソナライズ音楽の聴取履歴管理
個人別耳鳴り管理レポートの生成
病院・保健所・聴覚センター向け機関管理画面の提供
研究用の耳鳴り・生体信号データ収集支援
BoryTinnitus BandおよびfNIRSバンドとの連携
Songle Tinnitus Serviceとの音楽生成連携
BoryBioSignal Platformとの生体信号分析連携

導入に関するお問い合わせ

BoryTinnitus Care Serviceは、個人向けサービス、機関向け管理サービス、研究用データ収集サービス、生体信号機器連携サービス、Songle Tinnitus音楽サービス連携型として提供されます。

ボリ耳鳴り分析・管理サービスに関するお問い合わせ
病院・保健所・聴覚センター向け機関導入に関するお問い合わせ
EEG・fNIRSに基づく耳鳴り管理サービスに関するお問い合わせ
BoryTinnitus Band連携に関するお問い合わせ
Songle Tinnitus Service連携に関するお問い合わせ
耳鳴り管理レポート・相談資料に関するお問い合わせ
研究用耳鳴り・生体信号データ収集に関するお問い合わせ
PoC・共同開発提案のご依頼

ご案内

BoryTinnitus Care Serviceは、耳鳴り状態の記録、生体信号に基づく分析支援、音楽推薦・聴取履歴管理、ユーザーフィードバック管理を支援するサービスです。

本サービスは、医療機器による診断、疾病治療、処方、医学的判断を代替するサービスとして表現するものではありません。

EEG・fNIRS分析結果、耳鳴りタイプの推定、音楽推薦、レポート内容は、ユーザー管理と相談を補助する参考情報であり、医学的判断には専門医療従事者による確認が必要です。

耳鳴り症状、聴取反応、生体信号結果は、ユーザーの状態、測定環境、センサー装着状態、データ品質、音楽聴取環境によって異なる場合があります。

個人情報、健康情報、生体信号データ、相談記録を保存または分析する場合は、個人情報保護基準とデータセキュリティ方針について事前協議が必要です。

機関向けサービスの導入前に、データ収集方法、ユーザー同意、保存期間、アクセス権限、レポート提供範囲、医療表現基準を確認する必要があります。

関連製品・ソリューション・プラットフォーム・サービス

分類	項目
関連製品	BoryTinnitus Band / ボリEEGベース耳鳴り分析バンド Bory fNIRS Developer Kit / 脳血流測定開発キット
関連ソリューション	BoryTinnitus Solution / ボリ耳鳴り生体信号分析ソリューション Bory fNIRS Solution / ボリfNIRS脳血流データ分析ソリューション BoryAudio Solution / ボリ音声分析・生成ソリューション
関連プラットフォーム	BoryBioSignal Platform / ボリ生体信号・fNIRS分析プラットフォーム BORY AI Platform / ボリ人工知能プラットフォーム BoryData Platform / ボリデータ分析プラットフォーム
関連サービス	Songle Tinnitus Service / ボリEEGベース耳鳴り緩和パーソナライズ音楽サービス Songle / AI作曲サービス SpeechMate / 音声・発話療法トレーニングサービス

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

Bory EEGベース耳鳴り緩和パーソナライズ音楽サービス

bory.ai — Fri, 7 Aug 2026 11:00:47 +0900

Songle Tinnitus Service

Bory EEGベース耳鳴り緩和パーソナライズ音楽サービス

EEG脳波、耳鳴り周波数、マスキング音情報に基づいて個人別の耳鳴り緩和音楽を生成し、視聴・フィードバック・管理まで提供するAI音楽サービス

サービス利用に関するお問い合わせ

法人・機関導入に関するお問い合わせ

EEG・耳鳴りバンド連携開発に関するお問い合わせ

紹介資料・提案書のご依頼

サービス概要

Songle Tinnitus Serviceは、ユーザーの耳鳴り特性、耳鳴り周波数、好みのマスキング音、EEG脳波データに基づいて個人別の耳鳴り緩和音楽を生成し、Webベースのプレーヤーや映像・音楽コンテンツとして視聴できるよう提供するBoryのAI音楽サービスです。

Boryは、「EEG脳波データを活用した耳鳴り緩和パーソナライズ音楽生成サービス開発」プロジェクトを通じて、EEG分析、耳鳴り周波数ベースの音楽生成、マスキング音の統合、WebベースのSongleプラットフォーム、BLE・WebSocketによるリアルタイムEEG収集、ユーザーフィードバックに基づく自動改善構造を開発しました。

本サービスは、病院、保健所、聴覚センター、耳鳴りクリニック、研究機関、デジタルヘルスケア企業、個人ユーザーに対し、耳鳴り管理、心理的安定、睡眠・集中・休息の状況に適したパーソナライズされたサウンドセラピー音楽体験を提供します。

サービス定義

製品があらかじめ定められたH/W・S/Wパッケージであるのに対し、ソリューションは顧客環境に合わせて構築するシステムであり、プラットフォームは複数の製品やサービスを繰り返し生み出すための共通技術基盤です。サービスは、ユーザーが実際にアクセスして利用し、運用・管理・コンテンツ・フィードバックが継続する顧客接点です。

Songle Tinnitus Serviceは、BoryTinnitus Band、Songle、BoryBioSignal Platform、BoryAudio Solution、BORY AI Platformと連携できるサービス型事業です。中心となるのは、ユーザー自身が耳鳴り情報を入力し、EEGデータを収集または連携し、自分の状態に合った音楽を生成・視聴・フィードバックする利用フローです.

顧客の課題

耳鳴りの感じ方や反応は人によって異なります

耳鳴りは高音性、低音性、拍動性など感じ方が異なり、同じ音楽やマスキング音でもユーザーごとに反応が異なります。一般的なホワイトノイズや固定型音楽だけでは、個人別の管理が困難です。

耳鳴り緩和音楽を継続的に選び、管理することが困難です

ユーザーは、どのマスキング音や音楽が自分に合うのか判断しにくく、音楽を自分で選び組み合わせる作業も煩雑です。本サービスは、耳鳴り情報とEEG反応に基づいて音楽を推薦・生成するフローを提供します。

EEGデータがあってもユーザー向けサービスにつなげにくいという課題があります

脳波測定機器やアプリがあっても、データを分析し、音楽生成サーバーと連携し、ユーザー画面での視聴・フィードバックまでつなげるサービス構造が必要です。

高齢者や不慣れなユーザーには利用開始のハードルが高いという課題があります

耳鳴りユーザーは高齢者の割合が高い可能性があるため、複雑な設定や専門用語を減らし、わかりやすい案内、段階的な使用方法、シンプルな画面フローが必要です。

音楽視聴後の反応データがサービス改善に活用されていません

どの音楽で心地よさを感じるか、どのマスキング音が合うか、どの時間帯や状況で役立つかを記録・学習することで、サービス品質を改善できます。

サービス構成

構成要素	説明
ユーザープロフィール	耳鳴りタイプ、耳鳴り周波数、マスキング音の好み、視聴目的、利用環境を管理します。
EEGデータ連携	BLEベースの脳波センサーまたは耳鳴りバンドと連携し、EEGデータを収集してサーバーへ送信します。
EEG分析	アルファ、ベータ、ガンマ、デルタ、シータなどの脳波帯域情報を分析し、耳鳴り関連の反応パターンを管理します。
パーソナライズ音楽生成	ユーザーの耳鳴り情報、EEG特徴量、マスキング音情報を反映し、耳鳴り緩和用音楽を生成します。
マスキング音ミキシング	自然音、ホワイトノイズ、ユーザーが好むマスキング音を音楽と組み合わせ、マスキングトラックを生成します。
音楽・映像プレーヤー	生成された音楽、背景映像、字幕、説明コンテンツをWebベースのプレーヤーで提供します。
フィードバック学習	ユーザーの視聴反応、満足度、好みを反映し、音楽生成モデルを改善します。
機関向け管理	病院、保健所、相談機関で、ユーザーごとの利用状況や視聴履歴を管理できます。

主な機能

1. 耳鳴り情報入力およびユーザープロフィール管理

ユーザーは、自分の耳鳴りタイプ、耳鳴り周波数、耳鳴りの強さ、睡眠・集中・休息などの利用目的、好みのマスキング音、視聴環境を入力できます。機関向けサービスでは、相談員や管理者がユーザーごとの情報を共同で管理できます。

2. EEG脳波データの収集および連携

BoryTinnitus BandまたはEEG収集装置と連携して脳波データを収集し、アプリ・Web・サーバーへ送信できます。BLEとWebSocketに基づくリアルタイム収集構造により、ユーザー状態データをサービスへ接続します。

3. EEGベースの耳鳴り反応分析

EEGデータからアルファ、ベータ、ガンマ、デルタ、シータなど主要周波数帯域の特徴を抽出し、耳鳴りの有無、耳鳴りタイプ、視聴反応の分析に活用します。ユーザーの状態変化や音楽への反応をデータとして管理できます。

4. 耳鳴り周波数に基づくパーソナライズ音楽生成

ユーザーの耳鳴り周波数と音楽の好みを反映し、耳鳴り緩和を目的としたパーソナライズ音楽を生成します。既存のMIDIベース作曲、感情ベース作曲、類似音楽生成機能と組み合わせ、個人化された音楽を作成できます。

5. マスキング音・ホワイトノイズの統合

ユーザーが選択した自然音、ホワイトノイズ、マスキング音情報を音楽と組み合わせ、マスキングトラックを生成します。EEG特徴量とMFCCベースのマスキング音情報を活用し、ユーザーに適したサウンドの組み合わせを提案できます。

6. シーン別おすすめ音楽の提供

睡眠、休息、集中、瞑想、ストレス緩和などの利用状況に適した音楽を推薦します。耳鳴り緩和だけでなく、日常の安定や集中のための音楽コンテンツとしても活用できます。

7. 音楽・映像の統合視聴

Webベースの音楽・映像プレーヤーで生成された音楽を視聴できます。背景映像、字幕、説明、サムネイル、再生制御、コンテンツ管理機能を併せて提供し、ユーザー体験を高めます。

8. ユーザーフィードバックに基づく自動改善

ユーザーが視聴後に満足度、心地よさ、耳鳴りの体感変化、好みを入力すると、その情報を基に次回以降の音楽生成と推薦品質を改善します。自動変奏曲生成とモデル更新の仕組みにより、サービスを高度化できます。

9. 利用履歴およびコンテンツ管理

ユーザーは、生成した音楽、視聴履歴、お気に入りコンテンツ、アップロードファイル、映像コンテンツを管理できます。個人ダッシュボードで最近のコンテンツや反応データを確認できます。

10. 機関向け管理機能

病院、保健所、耳鳴りクリニック、聴覚センター、研究機関では、ユーザーごとの耳鳴り情報、EEG収集履歴、音楽視聴履歴、満足度調査、サービス利用状況を管理できます。

サービス利用フロー

ユーザーがSongle Tinnitus Serviceにアクセスします。
耳鳴りタイプ、耳鳴り周波数、好みのマスキング音、視聴目的などの基本情報を入力します。
必要に応じてBoryTinnitus BandまたはEEG測定装置で脳波データを収集します。
サービスがEEG特徴量と耳鳴り情報を分析し、パーソナライズされたマスキング音・音楽生成条件を設定します。
AI作曲サーバーがユーザーに適した耳鳴り緩和音楽またはマスキングトラックを生成します。
ユーザーはWebプレーヤーで音楽または映像コンテンツとして視聴します。
視聴後、満足度、体感変化、好み、不快事項を入力します。
サービスはフィードバックを反映し、推薦・作曲条件を改善して次の音楽を生成します。

適用対象

適用対象	活用方法
個人ユーザー	耳鳴りによる不快感を軽減するため、個人に合った音楽を聴きたいユーザー
病院・耳鼻咽喉科・聴覚センター	耳鳴り相談や聴覚リハビリの補助プログラムとして音楽ベースの管理サービスを提供したい機関
保健所・公共機関	地域住民向けの耳鳴り管理、高齢者の聴覚支援、デジタルヘルスケア実証事業を推進する機関
ヘルスケア企業	EEG、ウェアラブル、睡眠・瞑想・メンタルケアサービスにパーソナライズ音楽生成機能を組み合わせたい企業
研究機関・大学	EEGと音楽反応、耳鳴り緩和サウンドセラピー、生体信号ベースAIモデルを研究する機関
コンテンツ・音楽サービス企業	AI作曲、背景映像、コミュニティ、音楽共有機能を耳鳴り・ヘルスケアコンテンツへ拡張したい企業

運用形態

個人向けサービス

ユーザーがWebまたはモバイル環境で耳鳴り情報を入力し、パーソナライズ音楽を生成・視聴・管理する方式です。

機関向けサービス

病院、保健所、聴覚センター、相談機関が、ユーザー登録、EEG収集、音楽生成、視聴履歴、満足度調査を管理する方式です。

BoryTinnitus Band連携型

EEGベースの耳鳴り分析バンドと連携し、ユーザーの脳波データを収集して音楽生成・推薦に反映する方式です。

研究・実証型サービス

大学、病院、研究機関が、EEGと音楽反応データの収集、耳鳴り緩和コンテンツの実証、AIモデルの高度化に活用する方式です。

API・提携型サービス

外部のヘルスケアアプリ、音楽サービス、ウェアラブルサービス、睡眠・瞑想サービスとAPIで連携する方式です。

サービスの差別化ポイント

EEG脳波データと耳鳴り周波数情報を組み合わせたパーソナライズ音楽生成構造

ユーザーが好むマスキング音、ホワイトノイズ、自然音、MIDIベース作曲技術を組み合わせたマスキングトラック生成
感情ベース作曲、耳鳴りベース作曲、映像・音楽コンテンツ生成に対応できるSongleサービスの拡張性
BLE・WebSocketベースのリアルタイムEEG収集とWebサービス連携構造
ユーザーフィードバックを反映し、音楽生成条件と推薦品質を改善する運用構造
高齢者や不慣れなユーザーを考慮したわかりやすいガイドとシンプルなサービスフロー
個人向けサービスと、病院・保健所・研究機関向けの機関型サービスの両方へ拡張できる構造

期待効果

ユーザー別の耳鳴り管理を支援

ユーザーの耳鳴り特性、好みのマスキング音、EEG反応データに基づいて個人に適した音楽を提供し、耳鳴り管理体験を改善できます。

心理的安定と日常活用性の向上

睡眠、休息、集中、瞑想など日常の状況に合った音楽を提供し、ユーザーの心理的安定と自己管理体験を高められます。

機関向けデジタルヘルスケアサービスの拡張

病院、保健所、聴覚センターは、耳鳴り相談・管理プログラムをデジタルサービスへ拡張できます。

EEGベースのデータ資産の蓄積

ユーザーのEEG反応、音楽視聴履歴、フィードバックデータを蓄積し、後続アルゴリズムの高度化や研究に活用できます。

Songleサービスの事業化強化

既存のAI作曲サービスSongleを耳鳴り緩和、デジタルヘルスケア、聴覚支援サービスへ拡張し、サービスラインアップを強化できます。

開発・検証基盤

Boryは、「EEG脳波データを活用した耳鳴り緩和パーソナライズ音楽生成サービス開発」プロジェクトを通じて、EEGベースの耳鳴り分析、自動作曲、Webベースサービス、ユーザーフィードバックに基づく自動改善機能を開発しました。

正常者と耳鳴りユーザー間のEEGデータにおけるアルファ、ベータ、ガンマ、デルタ、シータ帯域特性の分析
EEG特徴ベクトルとMFCCベースのマスキング音情報を組み合わせた学習データの構築
ユーザーのEEGデータに適したマスキング音を予測し、マスキングトラックを生成する構造
WebベースのSongleサービス画面、音楽・映像プレーヤー、ムービーエディター、字幕編集機能の実装
BLEベースのEEGセンサー接続とWebSocketサーバー連携によるリアルタイムデータ収集構造
耳鳴り患者を対象としたユーザー実証および満足度調査の実施
特許出願、商標出願、技術預託、Songleサービス公開、耳鳴りバンド試作品などの成果を確保

導入に関するお問い合わせ

Songle Tinnitus Serviceは、個人向けWebサービス、機関向け耳鳴り管理サービス、病院・保健所向け実証事業、BoryTinnitus Band連携サービス、研究・実証用サービス、API提携型サービスとして提案できます。

EEGベース耳鳴り緩和パーソナライズ音楽サービスの利用に関するお問い合わせ
病院・保健所・聴覚センター向け機関導入に関するお問い合わせ
BoryTinnitus Band連携サービスに関するお問い合わせ
耳鳴り緩和音楽コンテンツ生成に関するお問い合わせ
EEGデータ収集・分析の研究協力に関するお問い合わせ
耳鳴り患者対象の実証・満足度調査協力に関するお問い合わせ
睡眠・瞑想・ヘルスケアアプリ連携に関するお問い合わせ
Songle Tinnitus Serviceの提携・供給に関するお問い合わせ
サービス紹介資料・提案書のご依頼

ご案内事項

Songle Tinnitus Serviceは、EEGデータ、耳鳴り情報、ユーザーの好み、マスキング音情報に基づき、個人に合った音楽の生成と視聴を支援するAIベースの耳鳴り管理補助サービスです。

本サービスは、耳鳴り症状の緩和、心理的安定、自己管理体験を支援するものであり、疾病の診断、治療、予防を目的とした医療機器として表示するものではありません。医学的診断や治療が必要な場合は、専門医療従事者への相談と受診が必要です。

EEG分析結果および音楽の推薦・生成結果は、測定機器、装着状態、測定環境、ユーザー状態、データ品質、視聴環境、個人差によって異なる場合があります。

ユーザーのEEGデータ、耳鳴り情報、視聴履歴、フィードバックデータを保存または分析する場合は、個人情報保護基準、生体信号データ処理基準、データセキュリティポリシーについて事前協議が必要です。

機関向けサービスとして運用する場合は、利用目的、対象者の同意、データ収集範囲、保管期間、研究・実証への利用有無、医療機関内部基準の確認が必要です。

関連製品・ソリューション・プラットフォーム・サービス

関連製品

BoryTinnitus Band / Bory EEGベース耳鳴り分析バンド

Bory fNIRS Developer Kit / Bory fNIRS脳血流測定開発キット

関連ソリューション

BoryTinnitus Solution / Bory耳鳴り生体信号分析ソリューション

BoryAudio Solution / Boryオーディオ分析・生成ソリューション

Bory fNIRS Solution / Bory fNIRS脳血流データ分析ソリューション

関連プラットフォーム

BoryBioSignal Platform / Bory生体信号・fNIRS分析プラットフォーム

BORY AI Platform / Bory人工知能プラットフォーム

BoryData Platform / Boryデータ分析プラットフォーム

関連サービス

Songle / AI作曲サービス

BoryTinnitus Care Service / Bory耳鳴り分析・管理サービス

BoryStore / Bory公式ストア

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

BorySafe Guard Service | Bory 産業安全リアルタイム警告・監視サービス

bory.ai — Fri, 7 Aug 2026 10:59:33 +0900

BorySafe Guard Service | Bory 産業安全リアルタイム警告・監視サービス |

産業現場の映像・センサー・作業者イベントをAIで監視し、危険状況をリアルタイム警告・監視・レポートとして提供する運用型安全管理サービス

BorySafe Guard Serviceは、特定顧客向けに一度構築して完了する個別システムではなく、Boryの映像AI、センサー・IoT、AR・デジタルツイン、統合監視技術を活用し、作業者の危険行動、保護具着用、危険区域への接近、設備周辺の異常状況、センサー異常を監視して、リアルタイム警告・監視・レポートを提供するサービスです。

本サービスは、BorySafe Guard Solution、BorySafe Platform、BoryVision Platform、BorySensor Platform、BoryXR Platform、BoryForesight Platformと連携して産業安全現場に適用できます。

サービス概要を見る

サービス名	BorySafe Guard Service / Bory 産業安全リアルタイム警告・監視サービス
主な目的	作業者の危険行動、保護具着用、危険区域への接近、設備周辺の異常状況をAIで検知し、リアルタイム警告・監視として提供
主な対象	製造工場、金型・プレス現場、物流センター、設備室、公共施設、危険区域管理現場、産業安全担当組織
提供方式	Web監視、リアルタイム通知、映像AIイベント、センサー連携、デジタルツイン監視、定期レポート、現場別運用サービス
中核機能	PPE検知、危険区域接近検知、作業者行動分析、設備周辺イベント検知、センサー異常通知、監視ダッシュボード、事故履歴管理
連携基盤	BorySafe Platform, BoryVision Platform, BorySensor Platform, BoryXR Platform, BoryForesight Platform

サービス概要

BorySafe Guard Serviceは、産業現場のカメラ、CCTV、センサー、エッジ機器、監視画面を接続し、作業者と設備周辺の危険状況をリアルタイムで検知して、管理者に警告と監視情報を提供するBoryの産業安全AIサービスです。

産業現場では、保護具未着用、危険区域への接近、設備への近接、作業者の転倒・長時間停止、立入制限区域への侵入、センサー基準値超過など、さまざまな危険イベントが発生します。従来方式は担当者がCCTVを直接確認したり、事故後の履歴を中心に管理したりする場合が多く、危険状況を即時に把握することが困難です。

BorySafe Guard Serviceは、Boryの映像AIとセンサー・IoT監視技術を活用して現場の危険イベントを自動生成し、監視ダッシュボード、通知、レポート、必要に応じてAR・デジタルツイン画面へ連携します。

顧客は、別途大規模なAIシステムを自ら運用しなくても、現場別のカメラとセンサー、通知基準、レポート構成を設定して、サービス形態で産業安全監視を開始できます。

サービス定義

BorySafe Guard Serviceは、BorySafe PlatformとBorySafe Guard Solutionを基盤とする運用型産業安全警告・監視サービスです。

製品：カメラ、エッジ機器、監視画面、通知モジュールなどで構成される産業安全パッケージ
ソリューション：顧客現場の構造に合わせて構築するAR・デジタルツイン産業安全システム
プラットフォーム：映像AI、センサーIoT、AR・XR、データ、事故予測を反復活用する共通技術基盤
サービス：顧客が月次・年次の運用、監視、通知、レポート、現場支援の形で利用する産業安全AI運用サービス

したがって、本ページではBorySafe Guard Serviceを「産業現場に設置されたカメラとセンサーデータを活用して危険イベントをリアルタイムで通知し、管理者が継続的に確認・対応できるようにする運用型安全管理サービス」と説明します。

顧客課題

現場の危険状況を人が継続的に確認することは困難です

産業現場のCCTVやカメラを管理者が常時監視する方式は人員負担が大きく、夜間・休日・多拠点現場では危険状況を見逃しやすくなります。BorySafe Guard Serviceは、映像AIが作業者と危険区域のイベントを一次検知し、必要なイベントだけを管理者へ伝達できるよう支援します。

保護具未着用と危険区域への接近を即時に把握することは困難です

安全帽、安全ベスト、保護装備の着用状況と危険区域への接近は、事故予防の重要要素です。しかし、現場が広い場合や出入口が複数ある場合、管理者がすべての状況をリアルタイムで確認することは困難です。本サービスは保護具と危険区域イベントを自動検知し、通知として提供します。

センサー通知と映像イベントが別々に運用されています

ガス、温度、振動、圧力、電力、設備状態センサーは数値ベースの通知を提供しますが、実際の現場映像と連携していなければ状況の文脈を把握しにくくなります。BorySafe Guard Serviceは、映像イベントとセンサーイベントを一緒に監視できる構造を提供します。

事故の兆候と反復する危険がデータとして管理されていません

危険イベントが繰り返し発生しても、履歴が体系的に保存されていなければ再発防止対策を立てることが困難です。本サービスはイベント履歴、通知履歴、対応履歴、レポートを蓄積し、安全管理改善資料として活用できるようにします。

現場担当者と本社管理者の監視画面が分離されています

現場担当者には即時通知と対応が必要で、本社管理者には現場別の危険推移とレポートが必要です。BorySafe Guard Serviceは、現場通知と中央監視ダッシュボードを一体で構成できます。

サービス構成

BorySafe Guard Serviceは、現場のカメラとセンサー入力からAI分析、イベント保存、リアルタイム通知、監視ダッシュボード、レポートまでを接続するサービス構造で提供されます。

· 現場カメラ・CCTV連携

· エッジPC・ボードによる一次分析またはサーバー分析

· 作業者・保護具・危険区域の映像AI分析

· センサー・IoTデータ連携

· 危険イベントの生成・保存

· リアルタイム警告・通知の提供

· 現場別・区域別監視ダッシュボード

· 対応履歴・レポート管理

· AR・デジタルツイン監視連携

· 事故原因予測・XAI監視連携

中核機能

1. 作業者認識および危険行動検知

カメラ映像から、作業者、作業位置、移動動線、危険区域への接近、長時間停止、転倒の疑い、設備周辺への接近などの危険イベントを検知します。

· 作業者位置検知

· 危険区域接近検知

· 長時間停止検知

· 転倒・落下疑いイベント

· 立入制限区域への侵入検知

· 作業者動線履歴管理

2. 保護具着用検知

AIが現場基準に従って安全帽、安全ベスト、保護装備の着用状況を確認し、未着用イベントを生成します。

· 安全帽着用検知

· 安全ベスト着用検知

· 保護具未着用通知

· 作業区域別保護具基準設定

· 未着用履歴管理

· 安全教育資料への活用

3. 危険区域・設備周辺監視

設備、金型、プレス、ロボットアーム、物流移動区域、立入制限区域など、危険度の高い空間を基準に接近イベントを管理します。

危険区域設定
設備周辺接近検知
作業者近接警告
危険区域進入・退出イベント
区域別通知基準設定
現場図面ベースの監視連携

4. センサー・IoT異常通知連携

温度、湿度、ガス、振動、圧力、電力、設備状態などのセンサーデータを連携し、映像イベントと一緒に監視できます。

· ガス濃度通知

· 温度・振動異常検知

· 設備状態イベント連携

· センサー未受信検知

· 基準値超過通知

· 映像イベントとセンサーイベントの統合照会

5. リアルタイム通知・警告サービス

危険イベントが発生すると、管理者画面、現場担当者、モバイル、メール、SMS、社内メッセンジャー、外部監視システムへ通知を送信できます。

リアルタイムダッシュボード通知
現場担当者アラート
モバイル通知
メール・SMS通知
危険度別通知基準
通知確認・対応状態管理

6. 監視ダッシュボード

現場別の危険イベント、通知状態、カメラ状態、センサー状態、対応履歴、反復危険パターンを一つの画面で確認します。

·現場別危険状況

· カメラ別イベント

· 区域別イベント

· 危険度統計

· 通知処理状況

· 月次・週次レポート

7. デジタルツイン・AR警告連携

現場図面、設備位置、危険区域、カメラ位置、作業者イベントをデジタルツイン画面と連携し、ARグラスや現場画面に警告を表示できます。

· デジタルツイン危険表示

· 現場図面ベースのイベント表示

· ARグラス警告

· 設備位置ベースの警告

· 監視画面と現場通知の連携

· 遠隔支援画面連携

8. 事故履歴・対応履歴管理

発生した危険イベントと担当者の対応内容を保存し、再発防止、安全教育、内部報告、顧客レポートに活用します。

· イベント履歴管理

· 対応担当者記録

· 再発危険区域確認

· 反復イベント統計

· 安全教育資料生成

· レポート自動化連携

サービス導入方式

基本監視型

既存のCCTVや現場カメラを連携して、作業者、保護具、危険区域イベントを検知し、Webダッシュボードと通知で提供する基本サービスです。

エッジAI型

現場PC、エッジボード、産業用PCで映像を一次分析し、危険イベントだけをサーバーへ送信する方式です。映像の外部送信が負担となる現場やリアルタイム性が重要な現場に適しています。

クラウド監視型

複数の現場・拠点の危険イベントをクラウドダッシュボードで統合管理する方式です。多拠点工場、物流センター、フランチャイズ型事業所に適しています。

オンプレミス型

公共機関、製造工場、セキュリティ施設のように外部ネットワーク接続が制限された環境で、内部サーバーを基盤に構築・運用する方式です。

デジタルツイン連携型

現場図面、危険区域、センサー位置、設備位置をデジタルツイン監視画面と連携し、空間ベースの安全監視を提供する方式です。

事故予測連携型

BoryForesight Platformと連携し、反復イベント、センサー異常、過去の事故履歴に基づいて、事故原因候補と危険度分析まで拡張する方式です。

適用分野

製造工場産業安全監視

作業者の保護具着用、設備周辺への接近、危険区域への進入、長時間停止、夜間作業の危険イベントを検知し、管理者へ通知します。

金型・プレス・ロボット設備安全管理

金型、プレス、ロボットアーム、自動化設備周辺の作業者接近と危険行動を検知し、事故可能性の高い状況を迅速に確認できます。

物流センター・倉庫安全管理

フォークリフト移動区域、積載スペース、立入制限区域、夜間作業区域で作業者の接近と危険イベントを管理します。

公共施設・インフラ管制

地下空間、環境施設、エネルギー施設、公共作業場などで映像とセンサーデータを一緒に監視し、危険状況を早期に把握します。

多拠点現場統合監視

複数の工場、倉庫、施設の安全イベントを中央ダッシュボードで確認し、拠点別レポートを生成します。

安全教育・再発防止資料化

反復する危険イベントと対応履歴をデータ化し、安全教育、現場改善、再発防止対策の策定に活用します。

サービス運用プロセス

現場診断：カメラ位置、危険区域、保護具基準、センサー構成、通知基準、運用環境を確認します。
サービス設計：分析対象、イベント基準、通知経路、ダッシュボード構成、レポート項目、個人情報処理基準を定義します。
PoC適用：一部のカメラと区域を対象に、危険イベント検知と通知品質を検証します。
現場適用：カメラ・センサー・サーバー・ダッシュボード・通知システムを構成し、実運用を開始します。
運用モニタリング：危険イベント、通知処理、対応履歴、反復危険状況を継続的に確認します。
定期レポート提供：現場別の危険イベント、対応履歴、改善が必要な区域、反復危険パターンをレポートに整理します。
高度化：運用データに基づいてイベント基準、モデル性能、通知ポリシー、監視画面を改善します.

期待効果

危険状況の早期認知

作業者の危険行動、保護具未着用、危険区域への接近、センサー異常をAIが一次検知し、管理者が迅速に確認できます。

CCTV資産の安全監視高度化

既存のCCTVを単なる録画装置ではなく、AI安全イベント検知装置として活用できます。

現場担当者の業務負担軽減

管理者がすべての映像を直接確認しなくても、主要な危険イベントを中心に対応できます。

安全管理データの蓄積

イベント履歴と対応履歴を蓄積し、安全教育、内部監査、レポート、再発防止活動に活用できます。

多店舗統合管理

複数現場の危険イベントを中央で比較・管理し、現場別の安全状態を定量化できます。

事故予測・デジタルツイン拡張

BoryForesight、BoryXR、BorySensorと連携し、事故原因予測、デジタルツイン監視、AR警告へ拡張できます。

BorySafe Guard Serviceで可能なこと

産業現場AI安全監視サービス運用
作業者の危険行動をリアルタイム検知
安全帽・安全ベストなどの保護具着用検知
危険区域への接近・侵入検知
設備周辺への作業者接近警告
長時間停止・転倒疑いイベント検知
CCTV・RTSPカメラベースの安全イベント生成
温度・ガス・振動・圧力などのセンサー異常通知連携
現場別安全監視ダッシュボード運用
危険イベント通知・対応履歴管理
月次・週次安全レポート生成
デジタルツイン安全監視連携
ARグラス・現場画面警告連携
BoryForesight事故原因予測連携
多拠点産業安全統合監視運用
安全教育・再発防止資料生成

導入に関するお問い合わせ

BorySafe Guard Serviceは、顧客の産業現場構造、カメラ構成、危険区域、保護具基準、センサー構成、セキュリティポリシー、監視運用方式に応じて、基本監視型、エッジAI型、クラウド監視型、オンプレミス型、デジタルツイン連携型、事故予測連携型として提案できます。

産業安全リアルタイム警告・監視サービス導入の問い合わせ
CCTVベースの作業者危険行動検知の問い合わせ
保護具着用検知サービスの問い合わせ
危険区域接近検知サービスの問い合わせ
センサー異常通知連携の問い合わせ
デジタルツイン安全管制連携お問い合わせ
AR警告・作業者案内連携の問い合わせ
多拠点産業安全統合監視の問い合わせ
安全管理レポート自動化の問い合わせ
BoryForesight事故予測連携の問い合わせ
PoC提案依頼

ご案内

BorySafe Guard Serviceは、映像AI、センサー・IoT、監視ダッシュボード、通知機能を活用して、産業現場の安全管理業務を支援するサービスです。

本サービスは、すべての危険状況を完全に検知したり、すべての事故を予防したりすることを保証するものではありません。AI分析結果と通知は、現場安全管理者の判断と組織の安全管理体制を支援する情報として活用する必要があります。

映像分析結果は、カメラ位置、照明、作業者の遮蔽、保護具の色、映像解像度、ネットワーク状態、現場環境によって異なる場合があります。

人の顔、身体、位置、行動情報が保存または分析される場合、個人情報保護、映像情報処理機器の運用基準、現場告知、同意手続、内部セキュリティポリシーについて事前協議が必要です。

産業安全に関する法定点検、安全管理者の判断、法定安全装備、法定教育を代替するサービスとして表現せず、顧客の安全管理体制内で補助システムとして運用することを推奨します。

導入前に、分析目的、カメラ設置位置、データ保存範囲、通知基準、個人情報処理基準、現場運用手順、責任範囲、連携システムについて事前検討が必要です。

関連製品・ソリューション・プラットフォーム

関連製品

· BorySafe Guard / Boryデジタルツイン産業安全AI監視パッケージ

· BoryRMS / センサー遠隔監視パッケージ

· BoryGlass / ボリ読唇・音声認識聴覚支援ARグラス

関連ソリューション

· BorySafe Guard Solution / Bory AR・デジタルツイン産業安全ソリューション

· BoryForesight Solution / Bory XAI事故原因予測統合監視ソリューション

· BoryVision Solution / Bory映像・画像AI分析ソリューション

· BoryTrack Solution / Bory 空間認識・物体トラッキングソリューション

· BoryRMS Solution / ボリセンサー遠隔監視ソリューション

· BoryAR Solution / Bory AR認識・トラッキングソリューション

関連プラットフォーム

· BorySafe Platform / Bory産業安全プラットフォーム

· BoryVision Platform / Bory映像AIプラットフォーム

· BorySensor Platform / ボリセンサー・IoTプラットフォーム

· BoryXR Platform / ボリAR・XRプラットフォーム

· BoryForesight Platform / Bory XAI事故原因予測統合監視プラットフォーム

· BoryData Platform / Boryデータ分析プラットフォーム

· BORY AI Platform / Bory人工知能プラットフォーム

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

Bory事故原因予測・監視サービス

bory.ai — Fri, 7 Aug 2026 10:58:12 +0900

BoryForesight Service

Bory事故原因予測・監視サービス

事故データとセンサーイベントをAIで分析し、事故原因候補、リスク度、説明可能な根拠、監視レポートとして提供する運用型サービス

BoryForesight Serviceは、特定の顧客向けに一度構築して終了する個別システムではなく、BoryのXAI事故原因予測モデルと統合監視技術を活用し、事故原因分析、リスクイベント監視、説明可能な根拠の提供、定期レポート、通知・API連携をサービスとして提供する仕組みです。

本サービスは、BoryForesight Platform、BorySafe Platform、BorySensor Platform、BoryData Platform、BORY AI Platformと連携し、産業安全、環境安全、設備管理、公共施設監視、事故調査支援業務に適用できます。

サービス概要を見る

サービス名	BoryForesight Service / Bory事故原因予測・監視サービス
主な目的	事故データと現場イベントに基づき、原因候補、リスク度、信頼度、説明可能な根拠を提供
主な対象	産業現場、公共施設、環境安全、設備管理、安全管理組織、事故調査・予防担当機関
提供方式	Webベース監視、定期レポート、PoC分析、API連携、通知サービス、オンプレミス・クラウド連携
主な機能	事故原因予測、センサー状態のテキスト変換、XAI説明、リスクイベント優先順位、監視ダッシュボード、レポート自動化
連携基盤	BoryForesight Platform, BorySensor Platform, BoryData Platform, BorySafe Guard Service

サービス概要

BoryForesight Serviceは、事故履歴、現場イベント、センサー状態、設備・工程・物質情報、作業環境データをAIで分析し、事故原因候補とリスク可能性を提示するとともに、その判断根拠を説明可能な形で提供するBoryの事故原因予測・監視サービスです。

従来の安全管理業務では、事故発生後に原因を調査したり、現場担当者の経験に依存して危険状況を判断したりすることが多くあります。BoryForesight Serviceは、蓄積された事故データとリアルタイムイベントデータを併用し、事故原因分析とリスク監視をデータ駆動型へ転換します。

本サービスは単に「危険」と表示するだけでなく、どの原因候補の可能性が高いか、どのキーワード・センサー状態・現場条件が判断に影響したか、管理者が何を確認すべきかも併せて提供します。

これにより、顧客は事故調査、安全管理、リスクイベント監視、方針・点検報告、再発防止活動をより体系的に実施できます。

サービス定義

BoryForesight Serviceは、BoryForesight Platformを基盤として提供される運用型の事故予測・監視サービスです。

· プラットフォーム：事故予測モデル、XAIエンジン、センサー・イベント処理、API、ダッシュボードなどの共通技術基盤

· ソリューション：顧客の現場に合わせて構築する事故原因予測統合監視システム

· サービス：顧客がWeb、レポート、通知、API、運用代行の形で利用する事故分析・監視運用サービス

したがって、BoryForesight Serviceは顧客に対して「導入後すぐに活用できる事故原因予測・監視業務サービス」と説明するのが適切です。

顧客の課題

事故原因分析が担当者の経験に依存しています

産業・環境・設備事故は、単一の原因よりも、設備状態、作業条件、管理基準、人的要因、環境条件が複合的に作用することが多くあります。しかし、従来方式は担当者の経験と事後調査を中心に運用されるため、原因候補を客観的に比較することが困難です。

センサーと事故データが連携していません

現場のセンサーデータは、温度、ガス、圧力、流量、振動、設備状態など多様な形で発生しますが、事故原因分析と直接結び付いていないことが多くあります。BoryForesight Serviceは、センサー状態を事故文脈のテキストと組み合わせ、原因予測に活用できるようにします。

リスク通知は多いものの優先順位が不明確です

複数の現場で同時に通知が発生すると、どのリスクを先に確認すべきか判断しにくくなります。本サービスは、リスク度、原因候補、現場情報、イベント種別を併せて表示し、対応優先順位を整理できるよう支援します。

AI分析結果の根拠が必要です

安全管理、行政報告、内部監査、事故調査では、「なぜそのように判断したのか」が重要です。本サービスは、SHAP、LIMEなどの説明可能AI手法に基づき、主要な寄与キーワードと判断根拠を提供します。

事故履歴と対応履歴が再発防止に十分活用されていません

過去の事故報告書や対応履歴が蓄積されていても、定量分析やパターン抽出に活用されなければ、再発防止効果は限定的です。本サービスは、事故履歴、原因群、リスク要因、対応内容をデータ化し、反復事故の構造把握を支援します。

主なサービス機能

1. 事故原因予測サービス

事故内容、事故種別、事故物質、地域、工程、施設、センサー状態などの入力情報に基づいて事故原因候補を予測します。予測結果は単一ラベルだけでなく、原因群ごとの確率と信頼度として提供できます。

2. センサー基盤の事故状態変換サービス

ガス濃度、圧力、流量などのセンサー数値をそのまま分岐に使用せず、「Gas leak warning」「Pressure normal」「Low flow warning」などの状態テキストに変換し、事故文脈情報として活用します。この方式は、センサーイベントを事故原因予測モデルに接続する中核構造です。

3. XAIによる判断根拠の提供

予測結果に影響を与えた主要単語、センサー状態、事故文脈情報を説明可能な形で提供します。管理者はAI結果を単なるスコアとして見るのではなく、判断根拠を確認しながら検討できます。

4. リスクイベント監視サービス

現場別・設備別・工程別のリスクイベントを統合ダッシュボードで確認します。イベント発生時刻、現場、機器、原因候補、リスク度、処理状態、担当者の対応履歴をまとめて管理できます。

5. 事故分析レポート自動化

日次・週次・月次のリスクイベント、事故原因候補、反復リスク要因、対応履歴、改善推奨事項をレポート形式で整理します。社内報告、顧客報告、安全管理会議資料として活用できます。

6. リスク優先順位の提示

複数イベントが同時に発生した場合、リスク度、影響範囲、センサー状態、現場重要度、過去の事故履歴を基準に、優先して確認すべき対象を整理します。

7. API・通知連携

顧客の既存監視システム、センサープラットフォーム、安全管理システム、メッセンジャー、SMS・メール通知と連携し、AI分析結果を業務フローに組み込めます。

8. 事故履歴・対応履歴管理

事故またはリスクイベントの原因候補、担当者の確認内容、対応措置、再発防止措置を記録し、将来の類似状況分析や安全教育資料に活用できます。

サービス構成

データ入力：事故報告書、事故内容、事故種別、施設・工程・物質情報、センサーイベント、現場メタ情報
データ処理：テキスト統合、TF-IDFベースの特徴抽出、センサー状態テキスト変換、イベント正規化
AI分析：マルチクラス原因予測、マルチラベル原因予測、確率・信頼度算出、XAI根拠生成
監視画面：現場別リスクイベント、原因候補、処理状態、通知履歴、レポート確認
運用機能：定期レポート、担当者対応記録、通知送信、API提供、データダウンロード
高度化機能：事故パターン分析、反復リスク要因抽出、方針・点検基準改善資料の生成

サービス提供方式

PoC分析型

顧客が保有する事故データまたは一部の現場イベントを対象に、事故原因予測の実現可能性、XAI説明品質、ダッシュボード構成の可否を検証します。

定期レポート型

顧客が提供した事故履歴とイベントデータを定期的に分析し、月次・四半期ごとの事故原因分析レポートとリスク要因レポートを提供します。

リアルタイム監視型

センサー、IoT機器、現場イベント、API入力データを基に、リスクイベントをリアルタイムまたは準リアルタイムで分析し、監視画面と通知で提供します。

複数現場統合監視型

複数の工場、拠点、施設、現場のデータを1つの画面で統合管理し、リスクイベントと原因候補を比較・分析します。

API連携型

顧客の既存監視システム、センサープラットフォーム、安全管理システムにBoryForesightの分析結果をAPIで連携します。

運用代行型

顧客の事故データとイベントをBory側で定期的に分析し、レポートと改善意見を提供する形で運用できます。

適用分野

産業安全監視

製造工場、物流センター、設備現場、スマートファクトリーでリスクイベントと事故原因候補を分析します。

環境・化学事故分析

化学物質事故、漏えい、圧力異常、流量異常、地域・物質・工程情報に基づき、事故原因候補を分析します。

設備異常兆候管理

センサー状態と設備イベントに基づき、反復異常と事故可能性を監視します。

公共施設安全監視

公共施設、地下空間、エネルギー施設、環境施設のリスクイベントを統合監視します。

事故調査支援

事故発生後に原因候補と主要寄与要素をAIで分析し、調査初期の判断を支援します。

安全方針・点検基準の改善

蓄積された事故データに基づいて反復リスク要因と原因群別の発生傾向を分析し、予防方針と点検基準の改善に活用します。

サービス利用プロセス

要件確認：顧客の事故種別、現場構造、センサー構成、監視目的、レポート要件を確認します。
データ診断：事故履歴、センサーデータ、現場メタ情報、設備・工程・物質情報、既存監視データを検討します。
サービス範囲定義：PoC、定期レポート、リアルタイム監視、複数現場統合、API連携の中から必要なサービス範囲を定めます。
初期モデル・ダッシュボード構成：事故原因予測モデル、センサー状態変換ルール、監視画面、通知基準を構成します。
試験運用：一部の現場または一部のデータを用いて、予測結果、XAI根拠、レポート品質、通知基準を検証します。
本運用：定期レポート、監視ダッシュボード、通知、API連携、担当者対応履歴管理を運用します。
高度化：実際の運用データとフィードバックに基づき、原因ラベル、リスク基準、レポート項目、ダッシュボード構成を改善します。

導入による期待効果

事故原因分析の客観性向上

事故データに基づいて原因候補と確率を提示し、担当者の経験だけに依存する分析を補完します。

説明可能AIによる信頼性確保

SHAP、LIME、寄与キーワードに基づく説明により、AI判断の根拠を確認できます。

監視業務の効率化

リスクイベント、原因候補、信頼度、処理状態を1つの画面で確認し、監視担当者の判断時間を短縮します。

事故予防体制の高度化

反復事故パターンとリスク要因を分析し、事前点検、安全教育、改善措置に活用できます。

報告業務の自動化

日次・週次・月次レポートと事故分析報告書の草案を自動化し、担当者の文書作業を削減します。

既存システムの活用性向上

既存のセンサー、IoT、安全管理、監視システムを維持したまま、AI予測・説明機能を追加できます。

BoryForesight Serviceで可能なこと

事故原因候補予測サービスの運用
事故データに基づく原因群別確率の算出
XAIに基づく事故判断根拠の提供
センサー状態テキスト変換による事故文脈生成
ガス・圧力・流量などのセンサーイベント監視
現場別リスクイベント監視
事故リスク優先順位の提示
事故原因分析レポートの生成
定期安全管理レポートの提供
複数現場統合監視サービスの運用
既存センサー・IoT・監視システムとのAPI連携
事故履歴・対応履歴管理
反復リスク要因分析
安全方針・点検基準改善資料の提供
BorySafe Guard Service連携による産業安全監視
BorySensor Platform連携によるセンサー基盤リスク分析

導入のお問い合わせ

BoryForesight Serviceは、顧客のデータ保有状況、センサー構成、事故種別、監視方式、セキュリティポリシー、レポート要件に応じて、PoC分析型、定期レポート型、リアルタイム監視型、複数現場統合監視型、API連携型として提案できます。

事故原因予測サービス導入のお問い合わせ
XAI事故分析レポートサービスのお問い合わせ
センサー基盤リスクイベント監視のお問い合わせ
産業安全リアルタイム監視サービスのお問い合わせ
環境・化学事故原因分析のお問い合わせ
複数現場統合リスク監視サービスのお問い合わせ
既存センサー・IoTシステムのAPI連携に関するお問い合わせ
月次事故原因分析レポートのお問い合わせ
公共機関・企業向け安全管理PoCのお問い合わせ
BoryForesight Platform連携のお問い合わせ

ご案内

BoryForesight Serviceは、事故原因予測、リスクイベント分析、統合監視、説明可能AIの根拠提供を支援するAIベースの安全管理支援サービスです。

· 本サービスは事故予防と安全管理業務を支援するものであり、すべての事故を自動予測したり、すべてのリスクを完全に防止したりするものではありません。

· AI予測結果、原因候補、リスクスコア、XAI説明、対応推奨事項は、現場担当者と安全管理者が確認し、最終判断を行う必要があります。

· 分析結果は、データ品質、事故履歴の件数、センサー設置状態、現場条件、入力情報の正確性、運用方式によって異なる場合があります。

· センサー値、事故履歴、映像・位置情報、作業者情報、設備情報を保存または分析する場合、個人情報保護、産業セキュリティ、社内セキュリティポリシーについて事前協議が必要です。

· 法的責任判断、公的証明、行政処分、保険・損害賠償判断の唯一の根拠ではなく、調査・監視・報告を支援する資料として活用することを推奨します。

· 導入前に、分析目的、データ連携範囲、通知基準、レポート項目、個人情報処理基準、運用プロセスを事前に確認する必要があります。

関連製品・ソリューション・プラットフォーム・サービス

関連製品

· BoryForesight / Bory XAI事故原因予測統合監視パッケージ

· BorySafe Guard / Boryデジタルツイン産業安全AI監視パッケージ

· BoryRMS / センサー遠隔監視パッケージ

関連ソリューション

· BoryForesight Solution / Bory XAI事故原因予測統合監視ソリューション

· BorySafe Guard Solution / Bory AR・デジタルツイン産業安全ソリューション

· BoryRMS Solution / Boryセンサー遠隔監視ソリューション

· BoryData Solution / Boryデータ分析・処理ソリューション

関連プラットフォーム

· BoryForesight Platform / Bory XAI事故原因予測統合監視プラットフォーム

· BorySafe Platform / Bory産業安全プラットフォーム

· BorySensor Platform / Boryセンサー・IoTプラットフォーム

· BoryData Platform / Boryデータ分析プラットフォーム

· BORY AI Platform / Bory人工知能プラットフォーム

関連サービス

· BorySafe Guard Service / Bory産業安全リアルタイム警告・監視サービス

· BoryShield XAI Service / Bory AIサイバー脅威分析・レポート自動化サービス

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

BoryShield XAI Service | Bory AIサイバー脅威分析・レポート自動化サービス

bory.ai — Fri, 7 Aug 2026 10:55:55 +0900

BoryShield XAI Service

Bory AIサイバー脅威分析・レポート自動化サービス

セキュリティログと侵害イベントをAIで分析し、説明可能な根拠と定期セキュリティレポートを提供する運用型サイバーセキュリティ分析サービス

BoryShield XAI Serviceは、顧客のセキュリティログ、侵害イベント、脅威インテリジェンス、過去のインシデントレポート、社内セキュリティ文書をAIで分析し、サイバー脅威を要約するとともに、判断根拠、対応措置、定期セキュリティレポートの草案を提供するBoryのAIサイバー脅威分析・レポート自動化サービスです。

企業や機関のセキュリティ担当者は、ファイアウォール、EDR、IDS/IPS、WAF、SIEM、サーバー、クラウド、ネットワーク機器で毎日発生する多数のイベントを確認する必要があります。しかし、セキュリティイベントは多く、ログ形式は複雑で、分析結果をレポートにまとめる作業が繰り返し発生します。

BoryShield XAI Serviceは、このような反復的な分析・報告業務をAIベースのサービスへ転換します。顧客はセキュリティイベントデータと分析対象範囲を提供し、BoryはAI分析エンジンとレポート自動化基盤を活用して、セキュリティイベントの要約、リスク分類、インシデントフロー整理、対応措置候補、レポート草案を提供します。

本サービスはセキュリティ機器を代替するものではなく、既存のセキュリティシステム上で担当者の分析・報告業務を支援するAIベースの運用サービスです。

[サービス導入のお問い合わせ]

[セキュリティレポート自動化のご相談]

[セキュリティイベント分析PoCのお問い合わせ]

[定期レポートサービスのお問い合わせ]

[提案書のご依頼]

サービス定義

BoryShield XAI Serviceは、BoryのAIセキュリティ分析技術を顧客の運用業務に適用するサービスです。

製品は顧客に納品されるH/W・S/Wパッケージ、ソリューションは顧客環境に合わせて構築されるシステム、プラットフォームは複数の製品やソリューションを繰り返し構築するための共通技術基盤です。サービスは、顧客が特定の業務成果を継続的に受け取れるよう、運用形態で提供される方式です。

BoryShield XAI Serviceは、次の機能を提供します。

· セキュリティイベントの定期分析

· LLMベースのセキュリティログ要約

· サイバー脅威のリスク分類

· XAIベースの脅威判断根拠の説明

· 関連ログとイベントフローの整理

· 侵害インシデントの原因分析支援

· 対応措置チェックリストの提供

· 日次・週次・月次セキュリティレポート草案の生成

· 侵害インシデント分析レポート草案の生成

· 社内セキュリティ文書と過去インシデントレポートの検索連携

· セキュリティダッシュボードまたはレポート画面の提供

· 担当者による確認・承認手続きの支援

つまり、BoryShield XAI Serviceは、セキュリティデータを「収集し、要約し、説明し、レポートとして整理する」AIベースのセキュリティ分析運用サービスです。

区分	内容
サービスの性格	セキュリティログとイベントをAIで分析し、定期セキュリティレポートおよび侵害インシデント分析レポートの草案を提供する運用型AIセキュリティ分析サービス
主要データ	SIEM · EDR · WAF · ファイアウォール · サーバー · クラウドログ、侵害イベント、脅威インテリジェンス、過去インシデントレポート、社内セキュリティ文書
主要機能	セキュリティイベント要約、脅威判断根拠の説明、インシデントフロー整理、リスク分類、対応チェックリスト、レポート自動生成、ダッシュボード提供
提供方式	月額サブスクリプション型、定期レポート型、インシデント分析依頼型、社内ネットワーク構築連携型、API連携型、PoC型サービス
連携基盤	BoryShield Platform, BoryShield XAI Solution, BORY AI Platform, BoryData Platform, BoryForesight Platform

顧客課題

セキュリティイベントが多く、担当者がすべて確認することが困難です

企業や機関では、1日に数多くのセキュリティイベントが発生します。ファイアウォール遮断ログ、EDR検知イベント、IDS/IPS警告、WAF検知ログ、サーバーアクセス記録、クラウドセキュリティイベント、ユーザー行動ログが蓄積し続けるため、すべてを人が直接分析するのは困難です。

BoryShield XAI Serviceは、AIがセキュリティイベントを一次要約し、高リスクイベントと確認が必要な項目を整理することで、担当者の分析負担を軽減します。

ログとセキュリティデータが複数のシステムに分散しています

セキュリティログは、機器別、システム別、部門別に分離されていることが多くあります。1つのインシデントに関連するログがファイアウォール、サーバー、EDR、SIEM、社内文書に分かれていると、インシデントの流れを把握するのが困難です。

BoryShield XAI Serviceは、顧客から提供されたログとイベント、過去インシデントレポート、社内セキュリティ文書を統合分析し、関連データ間のつながりを整理します。

脅威判断の根拠を説明する必要があります

セキュリティ担当者にとって、単にリスクレベルを表示するだけでは不十分です。なぜ危険なのか、どのログが根拠なのか、どのシステムが影響を受けたのか、どのような措置が必要なのかを、レポートや会議で説明する必要があります。

BoryShield XAI Serviceは、説明可能なAI分析基盤に基づき、脅威判断の根拠、関連ログ、攻撃フロー、対応の必要性をまとめて整理します。

セキュリティレポート作成が繰り返し発生します

日次監視レポート、週次セキュリティレポート、インシデント分析レポート、顧客対応レポート、経営層向け要約レポートは、繰り返し作成する必要がある文書です。

BoryShield XAI Serviceは、分析結果をレポート草案として自動整理し、担当者が確認・修正・承認できる形式で提供します。

過去のインシデント知識が十分に活用されていません

過去インシデントレポート、対応マニュアル、セキュリティポリシー、検知ルール、脆弱性対策文書が存在していても、実際のイベント分析中に迅速に見つけられない場合が多くあります。

BoryShield XAI Serviceは、社内セキュリティ文書と過去のインシデント履歴を検索可能な知識資産として活用し、新しいイベント分析につなげます。

サービス概要

BoryShield XAI Serviceは、顧客のセキュリティ運用データに基づいてセキュリティイベントを分析し、AI要約とレポート自動化結果を提供するサービスです。

顧客環境に応じて、月次運用サービス、週次レポートサービス、インシデント分析依頼サービス、PoCサービス、社内ネットワーク構築連携サービスとして構成できます。

· セキュリティログおよびイベント入力

· セキュリティイベントの正規化と分類

· LLMベースのイベント要約

· XAIベースのリスク判断根拠整理

· 攻撃フローとインシデント原因候補の分析

· リスク優先順位整理

· 対応措置チェックリスト生成

· 定期セキュリティレポート作成

· 侵害インシデント分析レポート草案作成

· 顧客レポート様式の反映

· 担当者確認・承認プロセスの支援

· セキュリティダッシュボードおよびAPI連携

主要サービス構成

1. セキュリティイベント分析サービス

ファイアウォール、EDR、WAF、SIEM、サーバー、クラウド、ネットワーク機器のセキュリティイベントを分析し、重要な内容を整理します。

· イベント発生時刻と対象資産の整理

· 不審な行動の要約

· 関連IP・アカウント・システムの整理

· 重要イベントの優先表示

· 担当者確認項目の整理

2. LLMベースのセキュリティログ要約サービス

複雑なセキュリティログと検知イベントを、人が理解しやすい文章に要約します。

· 長大なログ群の要約

· 管理者報告向け要約

· 顧客提供向け要約

· イベントごとの重要文生成

· 確認が必要なログの抽出

3. XAI脅威判断根拠提供サービス

AI分析結果に対する判断根拠を提供します。リスク表示だけでなく、どのログと行動が根拠なのかを説明します。

· リスク判断根拠の表示

· 関連ログ出典の整理

· 検知ルール根拠の連携

· 過去の類似インシデントとの比較

· 誤検知可能性の確認支援

4. 攻撃フロータイムライン整理サービス

複数のイベントを時系列でつなぎ、攻撃フローとインシデントの進行過程を整理します。

· 異常ログインフローの整理

· 権限昇格が疑われるイベントの連携

· ラテラルムーブメントが疑われるフローの分析

· 外部通信フローの整理

· 侵害インシデントタイムラインの生成

5. インシデント原因分析支援サービス

セキュリティインシデント発生時に、関連ログとイベントに基づいて原因候補と確認項目を整理します。

· インシデント原因候補の抽出

· 影響システムの整理

· 関連アカウント・IP・資産の整理

· 追加確認ログの提案

· 再発防止措置候補の整理

6. 対応措置チェックリストサービス

イベントの種類と顧客のセキュリティポリシーに応じて、担当者が確認すべき措置項目をチェックリストとして提供します。

· アカウントロックの検討

· パスワード変更の要請

· システム隔離の検討

· 悪性ファイル分析の依頼

· ファイアウォール遮断ポリシーの検討

7. セキュリティレポート自動化サービス

分析結果を顧客のレポート様式に合わせて自動整理します。

· 侵害インシデント分析レポート

· セキュリティイベント分析レポート

· 日次セキュリティ監視レポート

· 週次セキュリティレポート

· 月次セキュリティ運用レポート

· 経営層向け要約レポート

8. 社内セキュリティ文書検索サービス

セキュリティポリシー、対応マニュアル、過去インシデントレポート、検知ルール、脆弱性対策文書を検索可能な知識資産として活用します。

· 過去の類似インシデント検索

· 社内対応基準検索

· 検知ルール文書検索

· 脆弱性対策文書検索

· 分析中の参考資料連携

9. セキュリティダッシュボード提供サービス

セキュリティイベントの状況、リスク分布、処理状況、レポート生成状況を確認できるダッシュボード型サービスです。

· イベント発生状況

· リスクレベル別分布

· 資産別リスク状況

· 担当者別処理状況

· レポート生成履歴

10. 確認・承認運用サービス

AIが生成した分析結果とレポート草案を担当者が確認・承認できる運用プロセスを構築します。

· レポート草案の確認

· 修正履歴の管理

· 承認手続きの設定

· 出典ログの確認

· 最終配布版の管理

サービス提供方式

月額サブスクリプション型セキュリティ分析サービス

毎月、顧客のセキュリティイベントを分析し、月次セキュリティ運用レポート、主要脅威の要約、対応改善提案を提供する方式です。

週次レポートサービス

主要イベント、繰り返し発生するイベント、高リスクイベント、対応が必要な項目を週単位で整理し、セキュリティ担当者に提供します。

インシデント分析依頼型サービス

特定の侵害イベントや疑わしいインシデントが発生した際、顧客がログと資料を提供すると、インシデントフロー、原因候補、対応措置、レポート草案を作成します。

PoC型サービス

一部のログと過去インシデントデータを対象に、AI要約、XAI根拠説明、レポート自動化の実現可能性を検証する方式です。

社内ネットワーク構築連携型サービス

セキュリティポリシー上、外部送信が難しい顧客向けに、オンプレミスまたは閉域網環境で分析システムを構築し、運用支援を提供する方式です。

API連携型サービス

顧客の既存SIEM、EDR、WAF、ファイアウォール、チケットシステム、文書管理システムとAPIで連携し、分析結果とレポートを提供します。

適用分野

セキュリティオペレーションセンター

大量のセキュリティイベントをAIが要約し、高リスクイベントを優先して確認できるよう支援します。監視担当者は、イベントの重要内容と対応措置候補を迅速に確認できます。

企業内セキュリティチーム

企業内セキュリティチームは、セキュリティイベント分析、インシデント対応、社内報告、セキュリティ文書検索、対応マニュアル確認業務を効率化できます。

公共機関のセキュリティ運用

公共機関は、社内ネットワークまたは閉域網環境で、セキュリティイベント分析、インシデントレポート作成、監査対応資料整理、セキュリティポリシー文書検索に活用できます。

セキュリティ運用サービス企業

セキュリティサービス提供企業は、顧客別のセキュリティイベント分析、週次・月次レポート作成、インシデント対応レポート自動化に活用できます。

侵害インシデント分析業務

侵害インシデント発生時、関連ログをつなぎ、インシデントフロー、原因候補、影響範囲、対応措置草案を整理するために活用できます。

セキュリティ教育・業務標準化

新任セキュリティ担当者の教育、監視業務の標準化、対応マニュアルの活用、過去インシデント事例の学習に活用できます。

連携製品・ソリューション・プラットフォーム

BoryShield XAI

LLMベースのXAIサイバー脅威分析パッケージと連携し、セキュリティイベント要約、脅威分析、レポート自動化機能を提供します。

BoryShield XAI Solution

顧客のセキュリティログ、社内セキュリティ文書、レポート様式に合わせて構築するサイバー脅威分析・レポート自動化ソリューションと連携します。

BoryShield Platform

セキュリティログ分析、サイバー脅威要約、XAIベースのセキュリティ分析、セキュリティレポート自動化の中核プラットフォームとして活用します。

BORY AI Platform

LLM、XAI、データ分析、文書検索、レポート自動化機能を上位AIプラットフォームの観点から連携します。

BoryData Platform

セキュリティログ、イベントデータ、レポートデータ、運用統計データを分析・処理するデータ基盤プラットフォームとして連携できます。

BoryForesight Platform

インシデント原因予測とXAIベースの監視構造を、セキュリティインシデント予測・分析領域へ拡張する際に連携できます。

期待効果

セキュリティ分析時間の短縮

AIがセキュリティイベントを要約し、関連ログをつなぐことで、担当者の一次分析時間を削減できます。

レポート作成業務の効率化

繰り返し作成するセキュリティ監視レポート、侵害インシデントレポート、顧客レポートを自動化し、文書作業の負担を軽減できます。

脅威判断根拠の明確化

リスクレベル、関連ログ、攻撃フロー、対応の必要性を併せて提示することで、セキュリティ分析結果の説明力を高められます。

セキュリティ運用品質の標準化

担当者ごとの経験差を減らし、組織の対応基準とレポート様式をサービスプロセスに反映できます。

既存セキュリティシステムの活用度向上

既存のSIEM、EDR、WAF、ファイアウォール、ログシステムを置き換えることなく、その上にAI分析・要約・レポート自動化機能を追加できます。

社内セキュリティ知識の活用度向上

過去インシデントレポート、対応マニュアル、セキュリティポリシー、検知ルール文書を検索可能な知識資産へ転換できます。

サービス運用プロセス

要件確認：顧客のセキュリティ運用方式、ログ収集構造、分析対象システム、レポート様式、社内セキュリティポリシー、サービス範囲を確認します。
データ構造分析：セキュリティログ、イベントデータ、過去レポート、検知ルール、対応マニュアル、資産情報の構造を分析します。
サービス範囲設計：イベント要約、リスク分類、XAI根拠説明、レポート自動化、ダッシュボード、承認手続きの範囲を定義します。
PoCまたはサンプル分析：一部のログと過去レポートを対象に、分析品質とレポート自動化の実現可能性を検証します。
サービス環境構成：顧客環境に合わせて、データ入力方式、セキュリティポリシー、ユーザー権限、レポート様式、API連携構造を構成します。
定期分析運用：定められた周期に従ってセキュリティイベントを分析し、レポート草案を生成します。
担当者確認・承認：AIが生成した要約、分析結果、対応措置、レポート草案を担当者が確認・承認します。
運用高度化：実際の運用結果に基づき、リスク基準、レポート様式、対応チェックリスト、分析プロンプト、文書検索品質を改善します。

BoryShield XAI Serviceで可能なこと

· AIサイバー脅威分析サービスの提供

· セキュリティイベントの定期要約

· セキュリティログの統合分析

· LLMベースのセキュリティイベント要約

· XAIベースの脅威判断根拠の提供

· 侵害インシデントタイムラインの整理

· インシデント原因候補分析の支援

· リスク分類と優先順位付け

· 対応措置チェックリストの提供

· 日次・週次・月次セキュリティレポートの作成

· 侵害インシデント分析レポート草案の作成

· 顧客別セキュリティレポートテンプレートの適用

· 社内セキュリティ文書検索の支援

· 過去インシデントレポートの検索・活用

· SIEM・EDR・WAF・ファイアウォールログの連携

· セキュリティダッシュボードの提供

· オンプレミス型セキュリティ分析運用の支援

· 閉域網ベースのセキュリティレポート自動化支援

· BoryShield Platformベースのサービス連携

導入お問い合わせ

BoryShield XAI Serviceは、顧客のセキュリティデータ構造、セキュリティ機器構成、レポート様式、社内セキュリティポリシー、運用方式に応じて、定期レポート型、インシデント分析依頼型、PoC型、社内ネットワーク構築型、API連携型として提案できます。

· AIサイバー脅威分析サービス導入のお問い合わせ

· セキュリティイベント要約サービスのお問い合わせ

· 侵害インシデント分析レポート自動化のお問い合わせ

· セキュリティ監視レポート自動化のお問い合わせ

· 月次・週次セキュリティレポートサービスのお問い合わせ

· 社内セキュリティ文書検索サービスのお問い合わせ

· SIEM・EDR・WAFログ連携のお問い合わせ

· セキュリティダッシュボードサービスのお問い合わせ

· オンプレミス型セキュリティAI分析サービスのお問い合わせ

· 閉域網ベースのセキュリティレポート自動化のお問い合わせ

· BoryShield Platform連携のお問い合わせ

· PoC提案のご依頼

ご案内

BoryShield XAI Serviceは、セキュリティイベント分析、脅威要約、インシデント原因分析支援、対応チェックリスト、レポート自動化を支援するAIベースのサイバーセキュリティ分析サービスです。

本サービスはセキュリティ担当者の分析・対応業務を支援するものであり、すべてのサイバー脅威の自動検知や、すべてのセキュリティインシデントの完全な防止を保証するものではありません。

AI分析結果、リスク分類、対応措置の推奨、レポート草案は、セキュリティ担当者の確認と組織のセキュリティポリシーに基づいて最終判断される必要があります。

セキュリティログ、侵害インシデント情報、社内文書、資産情報、顧客情報を保存または分析する場合は、情報保護ポリシー、アクセス権限、暗号化、ログ管理、社内セキュリティ基準について事前協議が必要です。

LLMベースのレポート自動化機能を適用する場合、虚偽情報生成の可能性を抑えるため、出典ログの表示、担当者確認、承認手続き、禁止語管理、外部送信制限ポリシーを併せて設計することを推奨します。

外部脅威インテリジェンス、セキュリティ機器、SIEM、EDR、WAF、ファイアウォール、社内文書システムと連携する場合、API提供可否、データ形式、セキュリティポリシー、ネットワーク構成によってサービス範囲が異なることがあります。

導入前に、分析目的、ログ連携範囲、レポート様式、データ保存基準、セキュリティポリシー、ユーザー権限、運用プロセスの事前確認が必要です。

関連製品・ソリューション・プラットフォーム

関連製品

BoryShield XAI / Bory LLMベースXAIサイバー脅威分析パッケージ

関連ソリューション

BoryShield XAI Solution / Bory LLMベースサイバー脅威分析・レポート自動化ソリューション

BoryData Solution / Boryデータ分析・処理ソリューション

BoryTalk Solution / Bory AIチャットボット・相談自動化ソリューション

BoryForesight Solution / Bory XAIインシデント原因予測統合監視ソリューション

関連プラットフォーム

BoryShield Platform / Bory AIサイバーセキュリティ分析プラットフォーム

BORY AI Platform / Bory人工知能プラットフォーム

BoryData Platform / Boryデータ分析プラットフォーム

BoryForesight Platform / Bory XAIインシデント原因予測統合監視プラットフォーム

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

GPUShield Service | BORY AI GPUサーバー障害診断・予防サービス

bory.ai — Fri, 7 Aug 2026 10:54:12 +0900

GPUShield Service | BORY AI GPUサーバー障害診断・予防サービス|

GPUサーバーの障害をリアルタイムで診断し、故障原因の分析から予防モニタリングまで支援するAI GPUインフラ運用サービス

サービスお問い合わせ

サービス概要

GPUShield Serviceは、AIサーバーおよびGPUワークステーションの障害原因を分析し、ハードウェア・ソフトウェア・冷却システムの状態を監視することで、障害の早期発見を支援するAI GPUインフラ運用サービスです。

AI開発組織、研究機関、スタートアップ、企業研究所は、モデル学習や推論業務をGPUサーバーに依存しています。しかし、GPUサーバーの障害は、学習の中断、サービス停止、研究スケジュールの遅延、機器交換費用の増加につながる可能性があります。

GPUShield Serviceは、GPU状態診断、ECCエラー分析、温度・電力モニタリング、水冷システム点検、CUDA/NCCL環境分析、障害履歴管理、運用レポートを通じて、AIインフラの安定運用を支援します。

単なるGPU修理サービスではなく、障害原因を分析し、障害発生の可能性を早期に把握することで、AIインフラの運用リスクを低減することを目的としています。

お客様の課題

GPUサーバーが突然停止したり、学習が中断したりします

モデル学習中にGPUが認識されない、またはCUDAエラー、ECCエラー、電源問題、発熱問題により学習が中断することがあります。

GPUShield Serviceは、サーバーログとGPU状態データを分析し、原因候補を特定して対応策を提供します。

障害原因の特定に多くの時間がかかります

GPU障害には、GPUカード、マザーボード、電源部、冷却システム、ドライバー、CUDA、NCCL、Kubernetesなど、さまざまな要素が複合的に影響する可能性があります。

GPUShield Serviceは、障害ログと運用データに基づいて問題の原因を迅速に分析します。

水冷の漏れや発熱問題を事前に確認することが困難です

水冷GPUサーバーは、冷却効率の低下や微細な漏れが発生すると、重大な障害につながる可能性があります。

GPUShield Serviceは、温度、流量、圧力、冷却状態を監視し、異常の兆候を早期に検知できるよう支援します。

障害履歴と運用データが体系的に管理されていません

繰り返し発生する障害も、原因と対応履歴が整理されていなければ、同じ問題が再発する可能性があります。

GPUShield Serviceは、障害履歴と対応結果をデータベース化し、運用改善に活用できるよう支援します。

主なサービス

1. GPU障害診断サービス

GPUの状態とサーバーログを分析し、障害原因の候補を特定します。

GPU認識エラー分析
ECCエラー分析
CUDAエラー分析
NCCLエラー分析
NVLink状態確認
学習中断原因分析

2. GPUサーバー状態点検サービス

AIサーバーの全体的な状態を点検し、運用レポートを提供します。

GPU状態診断
CPU・メモリ状態確認
電源状態点検
温度モニタリング
ディスク状態確認
サーバー運用レポートの提供

3. 水冷GPUサーバー点検サービス

水冷システムの状態を点検し、リスク要因を分析します。

冷却水流量確認
冷却水温度確認
漏れリスク点検
ラジエーター状態点検
ポンプ状態確認
冷却効率分析

4. GPU Health Monitoring Service

GPUサーバーの状態を継続的に監視し、異常の兆候を分析します。

GPU温度モニタリング
GPU消費電力分析
ECCエラー追跡
GPU使用率分析
障害兆候検知
運用ダッシュボードの提供

5. 障害履歴・運用レポートサービス

障害履歴と運用データに基づいて定期レポートを提供します。

障害発生履歴管理
原因分析レポート
繰り返し障害パターン分析
GPU別状態履歴管理
運用改善提案の提供

対象

AIスタートアップ

モデル学習用GPUサーバーを運用する企業

大学研究室

AI研究用GPUサーバーおよびワークステーションを運用する組織

企業研究所

社内AI開発インフラを運用する組織

データセンター

GPUサーバーファームを運用する組織

公共機関・研究機関

AI研究およびHPC環境を運用する機関

サービスの特長

障害発生後の対応ではなく、発生前に予防

GPUShieldは単なる修理サービスではなく、障害の兆候を早期に把握し、対応できるよう支援します。

AIインフラ専門診断

GPU、CUDA、NCCL、NVLink、Kubernetes、水冷サーバー環境まで統合的に分析します。

運用データに基づく分析

GPU状態、障害ログ、冷却データ、運用履歴に基づいて、障害原因を体系的に管理します。

AI GPU Reliability Platformへの拡張が可能

GPUサーバー状態モニタリング、障害予測、冷却システム分析、運用レポートを統合するAI GPU Reliability Platformへ拡張できます。

GPUサーバーの障害でお困りですか？

無料GPU障害診断をお申し込みください。

GPUの状態点検から障害原因の分析、運用改善の方向性まで、GPUShieldの専門家が一緒に確認します。

[無料GPU障害診断を申し込む]

[サービス紹介資料を請求]

[PoC相談のお問い合わせ]

BORY.ai 主要サービスのご紹介

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BorySu Service | Bory AIショッピングモール管理自動化サービス

bory.ai — Fri, 7 Aug 2026 10:51:37 +0900

BorySu Service | Bory AIショッピングモール管理自動化サービス|

NAVERスマートストアなど、大規模ショッピングモールの商品登録・修正・販促キーワード・商品詳細ページ作成を自動化するAI運用サービス

つまり、BorySu Serviceは特定の顧客企業向けに一度構築して終わる個別システムではなく、NAVERスマートストアなどの大規模ショッピングモール商品を継続的に登録・修正・検収・販促し、キーワードを管理できるよう提供するAIショッピングモール運営自動化サービスです。

本サービスは、BorySuのコンセプト設計で整理したWeb編集、第1DB、エラーフィルター、第2DB、スマートストアAPI・Excelアップロード構造に加え、AIショッピングモール管理資料のテンプレート型商品アップロード、AI商品説明生成、キーワード推薦、ブログ・NAVERプレイス販促キーワード推薦機能をサービスとして説明したものです。.

サービス名	BorySu Service / Bory AIショッピングモール管理自動化サービス
サービスの観点	ショッピングモール運営者が毎日行う商品登録、修正、販促文作成、検索キーワード管理を自動化する運用サービス
主な対象	NAVERスマートストア、自社EC、オープンマーケット、卸売・輸入商品モール、多品目販売事業者
中核価値	大量の商品をテンプレートとAIで迅速に登録・修正し、検索露出や販促運用に必要なキーワードと説明文を自動生成

サービス紹介

BorySu Serviceは、ショッピングモール運営者が数百件から数千件以上の商品を効率的に登録・管理できるよう支援するAIショッピングモール管理自動化サービスです。

運営者はWeb画面で商品情報を編集し、共通テンプレートと商品ごとの詳細情報を組み合わせて商品詳細ページを構成できます。その後、検収とエラーフィルターを経て、NAVERスマートストア、自社EC、オープンマーケット、Excelアップロード方式で商品情報を登録または更新できます。

BorySu Serviceは単なる商品登録ツールではなく、商品詳細説明の生成、検索キーワード推薦、ブログ販促キーワード推薦、NAVERプレイス販促キーワード推薦、共通案内文管理、配送・交換・返金ポリシー管理、大量商品修正までをつなぐショッピングモール運営自動化サービスです。

[サービス導入のお問い合わせ]

[スマートストア自動化のご相談]

[商品一括アップロードのお問い合わせ]

[AI商品説明・キーワード生成のお問い合わせ]

サービス定義

BorySu Serviceは、ショッピングモール管理者が毎日繰り返す商品登録、商品説明作成、画像・動画挿入、共通案内文修正、詳細ページ変更、キーワード作成、販促文生成を自動化するサービスです。

·共通テンプレートと商品ごとの情報を分離して商品詳細ページを構成します。

·一度作成した配送案内、交換・返金ポリシー、注意事項、会社紹介、取扱品目案内を複数の商品に共通適用します。

·商品名、価格、原産国、メーカー、カテゴリー、画像、動画、詳細説明などの商品別情報を管理します。

·AIが商品説明、検索キーワード、ブログ販促キーワード、NAVERプレイス販促キーワードを推薦します。

·大規模な商品データをDBに保存し、エラーフィルターを経てスマートストアAPIまたはExcelアップロード構造へ送信します。

·ショッピングモール運営者はWeb画面で商品を編集し、アップロード・修正・検収状況を確認できます。

顧客の課題

商品数が増えるほど登録・修正時間が急増します

スマートストアやオープンマーケットで数百件の商品を運営すると、価格、オプション、配送案内、詳細説明、画像、共通ポリシーを継続的に修正する必要があります。手作業では時間がかかり、ミスも発生しやすくなります。

共通案内文を商品ごとに個別修正する必要があります

配送案内、交換・返金ポリシー、注意事項、会社紹介、冷凍食品案内など、複数の商品で繰り返し使われる文言が多くあります。共通文言が変わるたびに商品別の詳細ページを一つずつ修正すると、運用負担が大きくなります。

商品説明とキーワード作成に多くの時間が必要です

商品名、詳細説明、検索キーワード、販促文は検索露出と購入転換に影響します。しかし、すべての商品について毎回説明とキーワードを作成することは運営者にとって困難です。

NAVER検索、ブログ、NAVERプレイス販促が分離して運用されています

商品販売はショッピングモールへの商品登録だけでは終わりません。NAVER検索露出、ブログ投稿、実店舗のNAVERプレイス露出もあわせて管理する必要がありますが、統合運用は容易ではありません。

一括アップロード時にエラー検収が必要です

画像パス、商品名の欠落、価格エラー、カテゴリーエラー、HTMLエラー、禁止語、配送ポリシーの欠落、オプション不一致が発生すると、商品登録失敗や顧客クレームにつながる可能性があります。

サービス運用概要

BorySu Serviceは、ショッピングモールの商品データをWeb画面で編集し、DBに保存した後、エラーフィルターと検収工程を経てショッピングモールへアップロードする構造で運用されます。

1. 商品情報の入力・収集

2. 共通テンプレート登録

3. 商品別詳細情報の作成

4. AI商品説明・キーワード生成

5. 画像・動画・HTML編集

6. エラーフィルターおよび検収

7. スマートストア・自社EC・オープンマーケットへアップロード

8. 登録結果確認および継続修正

主な機能

テンプレート型商品アップロード共通テンプレートと商品詳細情報を分離して商品詳細ページを構成します。配送案内、取扱品目、交換・配送・返金ポリシー、会社紹介、注意事項、タイトル、詳細情報など、よく使用する領域をテンプレートとして管理できます。
共通テンプレートの登録・照会・修正運営者は共通案内文をWebエディターで登録・修正できます。一度修正した共通テンプレートを複数の商品詳細ページに同時反映できるため、大量商品運用に適しています。
商品詳細情報の一括入力商品名、商品番号、価格、原産国、メーカー、オプション、カテゴリー、画像パス、YouTube動画、個別説明を商品ごとに入力・管理します。Excel入力とWeb入力を併用できます。.
商品情報の表示順設定商品詳細情報、配送案内、取扱品目、交換・配送・返金ポリシー、注意事項など、詳細ページに表示されるサブテンプレートの順序を設定できます。.
スマートストア・オープンマーケットのアップロード連携管理者がWebサイトで編集した商品情報を、スマートストアAPI、Excelアップロード、自社EC、オープンマーケットのアップロード構造と連携できます。顧客環境に応じてGmarketなど外部販売チャネルへ拡張できます。.
エラーフィルターおよび検収商品登録前に、情報欠落、画像エラー、HTMLエラー、価格エラー、カテゴリーエラー、テンプレート欠落、キーワード欠落などを検査するエラーフィルターを構成できます。
AI商品説明の自動生成商品名、カテゴリー、原産国、特徴、画像説明、販売ポイントをもとに、AIが商品詳細説明と販促文を生成します。運営者は生成文を確認した後、商品詳細ページに適用できます。
AI商品キーワード推薦NAVERスマートストアで検索されやすくなるよう、商品ごとの検索キーワードを推薦します。商品名、カテゴリー、販売対象、季節性、購入意図に合わせてキーワード候補を提示できます。
ブログ販促キーワード推薦ショッピングモール商品をブログ投稿で宣伝する際に使用するキーワードを推薦します。キーワード別に販促ブログURLの相対順位と露出可能性を考慮する構造へ拡張できます。

10. NAVERプレイス販促キーワード推薦実店舗やピックアップ店舗を運営する場合、NAVERプレイス検索での露出を考慮した販促キーワードを推薦します。

11. 画像・動画・HTML編集商品詳細ページに必要な画像、YouTube動画、HTMLコンテンツ、共通案内文、商品別説明をWeb編集画面で構成できます。

12. 運用ダッシュボード登録商品数、修正商品数、エラー商品数、アップロード状況、キーワード推薦状況、AI説明生成状況、検収状況を管理画面で確認できます。

サービス利用シナリオ

スマートストアへの商品一括登録

運営者がExcelまたはWeb画面から商品情報を入力し、共通テンプレートと商品別詳細情報を組み合わせ、エラー検収後にスマートストアへ商品をアップロードします。

数百商品の共通案内文を一括修正

配送ポリシー、交換・返金案内、冷凍食品の注意事項、会社紹介文が変更された場合、共通テンプレートだけを修正して複数の商品詳細ページに反映できます。

輸入・卸売商品ショッピングモールの運営

輸入食品、水産物、生活用品、雑貨など、多品目の卸売・輸入商品をWeb画面で管理し、商品説明と販促キーワードをAIで生成して運用効率を高めます。

AIによる商品説明改善

既存の商品説明が不足している商品に対し、AIが販売ポイント、注意事項、配送案内、購入対象、活用方法を含む詳細説明のドラフトを生成します。

NAVER検索・ブログ・NAVERプレイス販促運用

商品検索キーワード、ブログ投稿キーワード、NAVERプレイス販促キーワードを一括管理し、ショッピングモールと実店舗の販促を連携します。.

マルチチャネル商品管理

スマートストアを中心に、自社ECやGmarketなどのオープンマーケットへ商品データを拡張し、販売チャネル別の商品運用を支援します。

サービス提供方式

Webサービス型

BoryサーバーまたはクラウドでBorySu Serviceを提供し、運営者がWebブラウザーから商品登録・修正・AI生成・アップロード管理を行う方式です。

構築型サービス

顧客企業が自社ショッピングモールや社内商品DBを保有する場合、顧客環境に合わせて商品DB、テンプレート構造、アップロード方式、API連携を構成する方式です。

運用代行連携型

商品データ整理、テンプレート制作、AI説明生成、キーワード推薦、一括アップロードをBoryまたは協力運営者が共同で支援する方式です。

API・Excel連携型

顧客企業の既存商品管理システム、Excelファイル、スマートストアAPI、自社EC DBと連携し、商品登録と修正を自動化する方式です。

マルチチャネル拡張型

スマートストアを中心に、自社EC、オープンマーケット、ブログ、NAVERプレイス、広告キーワード管理まで拡張する方式です。

適用対象

NAVERスマートストアの商品を大量運営する販売者
数百件以上の商品を登録・修正する必要があるショッピングモール運営者
配送案内、交換・返金ポリシー、注意事項を複数の商品に共通適用する必要がある事業者
輸入商品、卸売商品、食品、水産物、生活用品、雑貨など、多品目商品を運営する事業者
商品説明とキーワード作成をAIで効率化したいショッピングモール運営チーム
自社EC、スマートストア、オープンマーケットを同時運営する企業
ブログ販促とNAVERプレイス販促を一括管理したい店舗
ショッピングモール運営代行会社、マーケティング代理店、オンライン流通会社

期待効果

商品登録・修正時間の短縮

共通テンプレートと一括アップロード構造を活用し、商品ごとの反復入力作業を削減します。

商品詳細ページ品質の標準化

配送案内、注意事項、交換・返金ポリシー、会社紹介を共通テンプレートで管理し、商品詳細ページの構成品質を一定に維持できます。

検索露出対応力の向上

商品キーワード、ブログキーワード、NAVERプレイスキーワードをAIで推薦し、NAVER検索環境に合わせた運用を支援します。

運用ミスの削減

エラーフィルターと検収工程により、欠落、重複、画像エラー、HTMLエラー、価格エラーを事前に確認できます。

少人数運営チームの生産性向上

少ない人員でも、多品目商品の登録、説明生成、キーワード管理、販促文作成を処理できます。

マルチチャネル販売拡張の基盤確保

スマートストア中心の商品データを自社ECやオープンマーケットへ拡張できる運用基盤を提供します。

導入プロセス

ショッピングモール運用状況の確認

運用中のショッピングモール、商品数、カテゴリー、販売チャネル、既存Excelファイル、スマートストアアカウント、自社EC構造を確認します。

商品データ構造の分析

商品名、価格、オプション、画像、説明、配送ポリシー、原産国、メーカー、カテゴリー、キーワードなど、既存の商品データ構造を分析します。

テンプレート構造の設計

共通テンプレートと商品別詳細情報を分離し、商品詳細ページに表示する順序と適用ルールを設計します。

AI生成機能の設定

商品説明生成、キーワード推薦、ブログ販促キーワード、NAVERプレイス販促キーワードの推薦範囲と検収基準を設定します。

アップロード連携の構成

スマートストアAPI、Excelアップロード、自社EC DB、オープンマーケットアップロードなど、必要な連携方式を構成します。

テストアップロード

一部の商品を対象に、商品詳細ページ生成、エラー検収、アップロード結果、検索キーワードの反映有無を確認します。

本番運用への移行および高度化

実際の商品運用に適用し、キーワード成果、商品説明品質、エラー種別、運営者フィードバックに基づいてサービスを継続的に改善します。

BorySu Serviceでできること

NAVERスマートストアへの商品一括アップロード
スマートストア商品情報の一括修正
共通テンプレート型商品詳細ページ生成
配送案内・交換・返金ポリシーの共通管理
商品詳細情報のWeb編集
画像・動画・HTMLによる商品ページ構成
AI商品説明の自動生成
AI商品検索キーワード推薦
ブログ販促キーワード推薦
NAVERプレイス販促キーワード推薦
商品登録エラーフィルター適用
商品検収ワークフロー構成
Excelによる商品アップロード・ダウンロード
自社EC・オープンマーケットの商品データ連携
ショッピングモール運用ダッシュボード構成
商品登録・修正履歴管理
多品目の卸売・輸入商品ショッピングモール運用自動化
ショッピングモール管理代行業務の自動化

導入のお問い合わせ

BorySu Serviceは、顧客企業の商品数、運用チャネル、既存商品データ、スマートストア連携方式、自社EC構造、販促運用方式に応じて、Webサービス型、構築型、運用代行連携型、API・Excel連携型として提案できます。

AIショッピングモール管理自動化サービス導入のお問い合わせ
スマートストア商品一括アップロードのお問い合わせ
商品詳細ページテンプレート自動化のお問い合わせ
AI商品説明自動生成のお問い合わせ
スマートストア検索キーワード推薦のお問い合わせ
ブログ・NAVERプレイス販促キーワード推薦のお問い合わせ
Excel商品データ整理およびアップロードのお問い合わせ
自社EC・オープンマーケット商品連携のお問い合わせ
ショッピングモール運用代行自動化のお問い合わせ
BorySu Platform連携のお問い合わせ

ご案内

BorySu Serviceは、ショッピングモールの商品登録、説明生成、キーワード推薦、アップロード管理を補助するAIベースの運用自動化サービスです。
AIが生成した商品説明、キーワード、販促文は、運営者が確認した後に適用することを推奨します。
スマートストア、オープンマーケット、自社ECとの連携は、各プラットフォームのAPI提供状況、ポリシー、商品登録規定、アップロード形式により構築範囲が異なる場合があります。
商品画像、詳細説明、ブランド名、認証表記、原産国、価格、配送条件、返金ポリシーは、実際の販売者が責任を持って確認する必要があります。
検索キーワード推薦は露出可能性を高めるための運用補助機能であり、特定の検索順位や売上向上を保証する機能として表現しません。
食品、健康機能食品、医療機器、化粧品、電子製品など、法定表示が必要な商品は、関連法令とプラットフォームポリシーに基づく個別確認が必要です。
導入前に、商品データ保有状況、ショッピングモールアカウント権限、API利用可否、アップロードポリシー、商品検収基準、運用担当者権限を事前に確認する必要があります。

関連製品・ソリューション・プラットフォーム

関連ソリューション

·BoryData Solution / Boryデータ分析・処理ソリューション

·BoryTalk Solution / Bory AIチャットボット・相談自動化ソリューション

·BoryVision Solution / Bory映像・画像AI分析ソリューション

関連プラットフォーム

·BorySu Platform / Bory AIショッピングモール運営自動化プラットフォーム

·BoryData Platform / Boryデータ分析プラットフォーム

·BORY AI Platform / Bory人工知能プラットフォーム

·BoryVision Platform / Bory映像AIプラットフォーム

関連サービス

·BoryStore / Bory公式ストア

·EveryService / Bory AIソリューション・製品ショーケース

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

Bory ロボット・キオスク向け対話AIサービス

bory.ai — Fri, 7 Aug 2026 10:46:49 +0900

BoryTalk Service

Bory ロボット・キオスク向け対話AIサービス

ロボットやキオスクが利用者と自然に対話し、注文・案内・相談・アクセシビリティ機能まで連携する、Boryの対話AI運用サービス

サービス概要

サービス名	BoryTalk Service / Bory ロボット・キオスク向け対話AIサービス
中核価値	ロボットやキオスクに音声・テキスト・キャラクター対話機能を導入し、顧客案内、注文、相談、アクセシビリティサービスを運用
主な対象	無人店舗、公共機関、病院、展示会場、教育機関、福祉機関、フランチャイズ、案内ロボット運営機関
提供形態	クラウド型、オンプレミス型、キオスク内蔵型、ロボット連携型、API連携型、運用代行型
連携基盤	BoryVoice Platform, BoryTalk Solution, BoryKiosk Solution, YAONG, YOYO, EveryTalk, BORY Sense Platform

サービス概要

BoryTalk Serviceは、キオスク、案内ロボット、言語療法ロボット、高齢者向け会話相手ロボット、店舗案内端末、公共機関の案内システムに音声・テキストベースの対話AIを導入する、Boryのロボット・キオスク向け対話AIサービスです。

利用者は複雑なメニューを自分で探すことなく、音声または画面入力で質問できます。サービスは利用者の発話を認識して意図を分析し、必要に応じてメニュー選択、注文、案内、予約、相談員への接続、字幕表示、わかりやすい説明、ロボットキャラクターの応答へとつなげます。

BoryTalk Serviceは単なるチャットボットではなく、現場機器と連携する対話運用サービスです。音声認識STT、音声合成TTS、対話シナリオ、LLMベースの応答、キャラクター対話、キオスク注文フロー、ロボットの動作・表情・音声連携、管理者ダッシュボード、対話ログ分析機能を、顧客サービスの目的に合わせて提供します。

無人店舗、病院受付、公共機関の窓口案内、展示会場案内、教育用ロボット、言語療法ロボット、高齢者向け会話相手ロボット、バリアフリーキオスク、観光案内、相談ブースなど、さまざまな現場に導入できます。

お客様の課題

キオスクの利用が難しいお客様が多くいます

キオスクはメニューが多く、画面の操作フローが複雑になりがちです。高齢者、障害のある方、子ども、外国人、デジタル弱者は、希望するメニューを探したり、注文・決済プロセスを完了したりすることが難しい場合があります。BoryTalk Serviceは、利用者が音声で質問し、段階的な案内を受けられるよう、キオスクを対話型インターフェースへ拡張します。

ロボットが単純な案内文を繰り返すだけでは活用度が低くなります

案内ロボットやサービスロボットは、利用者の質問を理解し、現場の状況に応じて応答する必要があります。決められた文言だけを繰り返す方式では、利用者体験が制限されます。BoryTalk Serviceは、利用者の発話、対話の文脈、案内シナリオに基づき、ロボットが自然に応答できるよう支援します。

現場スタッフは繰り返しの案内や相談対応に多くの時間を費やしています

営業時間、場所、メニュー、価格、受付手順、予約方法、イベント案内、製品説明などの質問は繰り返し発生します。BoryTalk Serviceは、こうした反復的な問い合わせをロボットやキオスクが一次対応し、スタッフの負担を軽減します。

音声認識だけでは注文や相談は完結しません

音声をテキストに変換するだけではサービスは完成しません。利用者の意図分析、メニューデータ連携、注文フロー、決済案内、相談記録、エラー処理、画面UI、音声出力まで連携する必要があります。BoryTalk Serviceは、音声認識後のサービスフローまで構成します。

対話データが運用改善に活用されていません

お客様がどのような質問を多くしているか、どの段階で離脱しているか、どの注文を繰り返しているか、どの案内が不足しているかを分析しなければ、サービスの改善は困難です。BoryTalk Serviceは対話ログと利用フローを分析し、FAQ、メニュー構成、案内文、注文シナリオの改善を支援します。.

サービス構成

BoryTalk Serviceは、ロボット・キオスクの現場運用に必要な対話AI機能をサービス単位で提供します。

音声認識STTサービス
音声合成TTSサービス
テキストベース対話AIサービス
キオスク音声注文サービス
ロボット対話エンジンサービス
キャラクター・ペルソナ対話サービス
対話シナリオ設計・運用サービス
LLMベース質疑応答サービス
FAQ・文書ベース応答サービス
相談履歴・対話ログ管理サービス
対話統計・未回答質問分析サービス
字幕・やさしい説明連携サービス
機器・決済・注文・予約システムAPI連携サービス
管理者ダッシュボード提供サービス
運用モニタリング・回答品質改善サービス

主な機能

1. 音声認識による利用者発話の理解

マイクから入力された利用者の音声をテキストに変換し、キオスクやロボットサービスで利用できる命令・質問・依頼データとして整理します。

· キオスク音声注文

ロボット利用者の質問認識

病院受付に関する問い合わせ認識

公共機関の窓口案内発話認識

展示会場案内の質問認識

高齢者向け音声案内入力

相談記録のテキスト化

2. 音声合成による自然な案内

AIが生成した回答や案内文を音声で出力し、利用者が画面を見なくても案内を受けられるよう支援します。

· キオスク音声案内

· ロボット応答の音声出力

· 注文確認の音声出力

· 受付手順の案内

· 来場者案内

· 高齢者向けのわかりやすい音声案内

· キャラクター音声応答

3. 対話シナリオ設計

サービスの目的に合わせて段階的な対話フローを構成します。単純な質疑応答にとどまらず、注文、予約、受付、案内、相談員への接続、製品やメニューの提案など、行動につながる対話を設計できます。

· 注文型対話シナリオ

· 窓口案内シナリオ

· 病院受付シナリオ

· 展示会場案内シナリオ

· 言語療法トレーニングシナリオ

· 高齢者向け会話相手シナリオ

· カスタマーセンター接続シナリオ

4. ロボット対話エンジン連携

案内、言語療法、会話相手、教育ロボットに対話AIを連携し、利用者の質問や対話の文脈に応じて応答します。

· YAONG言語療法ロボット対話

YOYO高齢者向け会話相手ロボット対話

案内ロボットの質疑応答

教育ロボット対話

福祉機関向け対話ロボット

展示会場案内ロボット

ケアロボット対話

5. キオスク音声注文・音声案内連携

キオスク画面、メニュー、オプション、注文、決済案内と対話AIを連携します。利用者はボタンを一つずつ探すことなく、音声でメニューを探したり、注文プロセスの案内を受けたりできます。

· メニュー検索

· 音声注文

· オプション選択案内

· 数量確認

· 決済案内

· 注文のキャンセル・変更案内

· 1人が複数の商品を同時に注文するフローに対応

6. キャラクター・ペルソナ対話

ロボットやキオスク画面のキャラクターと連携し、サービスの特性に合わせた話し方、案内方法、感情表現、応答トーンを設定できます。

子どもに親しみやすい話し方
高齢者に配慮した話し方
公共機関の案内に適した話し方
病院案内に適した話し方
展示会場のドセント風の話し方
ブランドキャラクター対話
感情・表情連動対話

7. 文書・FAQベースの質疑応答

お客様のFAQ、製品情報、メニュー説明、マニュアル、イベント案内、機関資料に基づいて質問に回答します。

· 製品情報の質疑応答

· メニュー説明の回答

· 営業時間案内

· 施設位置案内

· 病院検査案内

· 公共窓口手続き案内

· 展示コンテンツ説明

8. 字幕・やさしい説明連携

音声案内と字幕、大きな文字、やさしい文章、高コントラスト画面を提供し、アクセシビリティを向上させます。

· 音声案内の字幕表示

· ロボット対話の字幕表示

· キオスクのやさしい説明

· 高齢者向け大きな文字での案内

· 聴覚障害者向け字幕案内

· 外国人向け多言語案内連携

· BORY Sense連携アクセシビリティ機能

9. 管理者ダッシュボード

運用者は、対話件数、質問タイプ、未回答質問、注文フロー、相談への転換、エラー履歴、利用量を確認できます。

· 対話履歴の照会

· よくある質問の分析

· 未回答質問の管理

· 注文・相談転換統計

· 機器別利用状況

· 回答品質の確認

· 対話シナリオの改善

10. 外部システムAPI連携

キオスク注文システム、決済端末、予約システム、ロボット制御システム、CRM、ホームページ、管理者システムとAPIで連携できます。

· 注文システム連携

· 決済案内連携

· 予約システム連携

· ロボット制御連携

· 相談システム連携

· CRM連携

· 外部データベース連携

サービス導入形態

クラウド型サービス

Boryサーバーまたはクラウド環境で対話AIエンジンを運用し、キオスク・ロボット・Web・アプリがAPI経由で接続する方式です。複数拠点と複数機器の統合運用に適しています。

オンプレミス型サービス

公共機関、病院、企業内ネットワークなど、外部ネットワークへの接続が制限された環境で、内部サーバーを基盤に運用する方式です。窓口情報、病院情報、内部文書、顧客情報を外部に送信しにくい環境に適しています。

キオスク内蔵型サービス

キオスクPCまたは現場サーバーに対話AIクライアントと連携モジュールを設置し、注文・案内・字幕機能を現場で運用する方式です。.

ロボット連携型サービス

ロボット制御ソフトウェアと対話AIエンジンを接続し、音声入力、対話応答、キャラクター表現、ロボット動作、画面案内を一体的に運用する方式です。

運用代行型サービス

Boryがお客様のFAQ、対話シナリオ、回答品質、対話ログ、未回答質問を定期的に管理・改善する方式です。

適用分野

無人店舗・フランチャイズキオスク

お客様は音声でメニューを探し、オプションを選択し、注文・決済案内を受けられます。注文途中の離脱を減らし、高齢者やデジタル弱者の使いやすさを向上できます。

公共機関の窓口案内

必要書類、担当部署、受付手順、営業時間、場所をロボットやキオスクが対話形式で案内できます。字幕・やさしい説明と連携すれば、バリアフリー窓口サービスへ拡張できます。

病院受付・検査案内

病院受付、会計、検査場所、準備事項、診療科案内、予約問い合わせを、対話型キオスクや案内ロボットで提供できます。

展示会場・広報館案内ロボット

来場者が展示物、イベント日程、ブース位置、製品情報について質問すると、ロボットやキオスクが案内できます。キャラクター対話と画面コンテンツを併用できます。

言語療法・教育ロボット

利用者の発話を認識し、トレーニングシナリオに沿って対話、質問、フィードバック、反復練習を提供します。YAONG Serviceと連携し、言語療法対話サービスへ拡張できます。

高齢者向け会話相手・ケアロボット

日常会話、情緒的な会話、生活案内、服薬リマインダー、家族からのメッセージ、クイズ・遊びの対話を提供します。YOYO Serviceと連携し、会話相手ロボットサービスへ拡張できます。

カスタマーセンター・相談ブース

反復的な相談をAIが一次対応し、必要に応じて相談員への接続、相談記録、フォローアップ案内につなげられます。

運用プロセス

サービス目的の確認: キオスク注文、ロボット案内、病院受付、窓口相談、教育・療法対話など、導入目的を確認します。
対話データ・業務資料の整理: FAQ、メニュー、製品情報、機関案内文、相談マニュアル、注文フロー、ロボットシナリオを整理します。
対話シナリオ設計: 利用者の質問や行動フローに合わせて、対話の段階、応答方法、例外処理、相談員への接続基準を設計します。
機器連携設計: キオスク画面、決済端末、注文システム、ロボット制御、音声入出力、字幕UI、管理画面の連携範囲を定義します。
PoC構築: 一部のシナリオと機器を対象に、音声認識、応答品質、注文フロー、機器連携を検証します。
サービス構築・運用: 対話AIサーバー、API、管理者ダッシュボード、機器クライアント、ログ管理、権限管理の仕組みを構築します。
運用データに基づく改善: 未回答質問、利用者の離脱箇所、反復問い合わせ、音声認識エラー、回答品質を分析し、継続的に改善します。

サービス商品構成例

構成	対象	提供機能	備考
Basic	小型キオスク・単体ロボット	FAQ応答、基本音声案内、対話ログ	初期PoC・試験運用
Standard	店舗・機関単位運用	音声注文、対話シナリオ、管理者ダッシュボード、字幕連携	現場導入型
Professional	複数拠点・複数機器運用	API連携、注文・予約・相談システム接続、統計レポート	フランチャイズ・機関向け
Custom	特殊ロボット・専用キオスク	ロボット制御、キャラクター対話、オンプレミス、カスタムモデル・シナリオ	別途協議

期待される効果

キオスクの使いやすさ向上

利用者はメニューを自分で探さなくても、音声で質問し段階的な案内を受けられるため、キオスク利用のハードルを下げられます。

ロボットサービスの活用度向上

ロボットを単なる案内機器ではなく、実際の質問に答え、対話するサービスチャネルとして活用できます。

反復対応業務の削減

よくある質問、基本案内、注文説明、受付手順をAIが一次対応し、現場スタッフの反復業務を削減できます。

バリアフリーサービスの強化

音声、字幕、やさしい説明、大きな文字、段階的な案内を組み合わせて提供し、高齢者、障害のある方、デジタル弱者のアクセシビリティを高められます。

対話データに基づく運用改善

顧客の質問、未回答質問、離脱箇所、注文フローを分析し、メニュー構成、FAQ、相談品質、サービス画面を改善できます。

多様な機器への拡張が可能

Webチャットボット、キオスク、ロボット、ARグラス、病院システム、公共機関システムなど、さまざまな機器やサービスへ対話AIを拡張できます。.

BoryTalk Serviceでできること

ロボット・キオスク向け対話AIサービスの運用
キオスク音声注文サービスの構築
キオスク音声・字幕案内サービスの構築
案内ロボット質疑応答サービスの運用
言語療法ロボット対話サービスの運用
高齢者向け会話相手ロボット対話サービスの運用
キャラクターベース対話サービスの構築
音声認識（STT）サービス連携
音声合成（TTS）サービス連携
LLMベースの応答生成サービス運用
FAQ・文書ベース質疑応答サービスの運用
対話シナリオの設計・管理
注文・予約・相談システムのAPI連携
相談員接続・問い合わせ受付フロー連携
対話ログ・統計ダッシュボードの提供
未回答質問の分析・回答品質の改善
公共機関、病院、店舗、展示会場向け案内サービスの構築
オンプレミス型ロボット・キオスク対話AIの構築
クラウド型複数拠点対話AIの運用

導入のお問い合わせ

BoryTalk Serviceは、お客様の機器構成、音声入力環境、対話目的、連携システム、運用方式に応じて、クラウド型、オンプレミス型、キオスク内蔵型、ロボット連携型、運用代行型としてご提案できます。

ロボット・キオスク向け対話AIサービスのお問い合わせ
キオスク音声注文サービスのお問い合わせ
キオスク音声・字幕案内のお問い合わせ
案内ロボット対話AIのお問い合わせ
言語療法ロボット対話サービスのお問い合わせ
高齢者向け会話相手ロボット対話サービスのお問い合わせ
公共機関窓口案内キオスクのお問い合わせ
病院受付・検査案内対話AIのお問い合わせ
展示会場・広報館案内ロボットのお問い合わせ
対話シナリオ設計のお問い合わせ
STT・TTS・LLM連携のお問い合わせ
PoC提案のご依頼

ご案内事項

BoryTalk Serviceは、ロボットやキオスク上で利用者の音声・テキスト入力を理解し、応答・案内・注文・相談を支援する対話AIサービスです。

本サービスは顧客対応と現場案内を支援するシステムであり、すべての利用者の音声や質問を常に完全に認識すること、またはあらゆる状況で完全な回答を提供することを保証するものではありません。

音声認識および対話応答の結果は、周囲の騒音、マイク品質、話者との距離、発話習慣、ネットワーク環境、機器性能、対話データ品質、連携文書の正確性によって異なる場合があります。

注文・決済・予約・受付などの重要な業務と連携する場合は、利用者による最終確認手順、キャンセル・変更手順、例外処理、相談員への接続基準を併せて設計することを推奨します。

医療、公共窓口、金融、法律など重要な判断が必要な分野では、AIが生成した案内や回答を担当者の確認または機関の基準に従って運用する必要があります。

利用者の音声、対話記録、注文情報、相談情報、窓口情報、病院情報を保存または分析する場合は、個人情報保護基準、データセキュリティ方針、アクセス権限、保存期間、外部送信基準について事前協議が必要です。

導入前に、利用目的、機器構成、音声入力方式、回答範囲、データ保存範囲、個人情報取扱基準、連携システム、運用基準を事前に確認する必要があります。

関連製品・ソリューション・プラットフォーム・サービス

関連製品

· BoryTalk / Bory AI Webチャットボット構築・AI対話エンジンパッケージ

· BoryKiosk / BoryバリアフリーAIキオスク

· YAONG / 言語療法ロボット

· YOYO / 高齢者向け会話相手ロボット

· BoryGlass Gov / 読唇STTバリアフリーAI窓口相談パッケージ

関連ソリューション

· BoryTalk Solution / Bory AIチャットボット・相談自動化ソリューション

· BoryKiosk Solution / BoryバリアフリーAI顧客対応・注文決済ソリューション

· BoryVoice Solution / Bory音声認識・読唇STTソリューション

· BORY Sense Solution / Bory AI映像理解・対話アクセシビリティソリューション

· BoryGlass Gov Solution / BoryバリアフリーAI窓口相談ソリューション

関連プラットフォーム

· BoryVoice Platform / Bory音声・対話AIプラットフォーム

· BORY AI Platform / Bory人工知能プラットフォーム

· BoryKiosk Platform / BoryバリアフリーAIキオスク運用プラットフォーム

· BORY Sense Platform / Bory AI映像理解・対話アクセシビリティプラットフォーム

· BoryData Platform / Boryデータ分析プラットフォーム

関連サービス

· EveryTalk / AI Webチャットボットサービス

· EveryKiosk Service / BoryバリアフリーAIキオスク運用サービス

· YAONG Service / YAONG言語療法対話サービス

· YOYO Service / YOYO高齢者向け会話相手サービス

· BORY Sense Service / Bory AI映像理解・対話アクセシビリティサービス

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

EveryTalk | AIウェブチャットボットサービス

bory.ai — Fri, 7 Aug 2026 10:45:35 +0900

EveryTalk | AIウェブチャットボットサービス |

ホームページ、ECサイト、公共機関、病院、教育機関に適用可能なAIウェブチャットボット・対話エンジンサービス

EveryTalkは、顧客ごとに一度構築して終わる個別システムではなく、ホームページ・ECサイト・公共機関・病院・教育機関における顧客からの問い合わせ、資料検索、相談受付、FAQ対応、文書ベースの質疑応答をウェブチャットボット形式で提供するサービスです。

EveryTalkは、BoryのBoryVoice Platform、BoryTalk Solution、BORY AI Platformと連携し、音声・テキスト対話、文書ベースの回答、相談履歴、統計、管理者運用機能へ拡張できます。

サービス概要を見る

サービス名	EveryTalk / AIウェブチャットボットサービス
主な目的	AIがウェブサイト訪問者の質問に対応し、相談・問い合わせ・資料検索・見積依頼へつなげます
主な対象	企業ホームページ、ECサイト、公共機関、病院、教育機関、研究機関、カスタマーサポート組織
提供方法	ウェブチャットボットウィジェット、独立型チャットボットページ、文書ベース質疑応答、相談受付、管理者ダッシュボード
主な機能	FAQ対応、文書検索、LLM回答生成、相談履歴、未回答質問管理、統計、問い合わせ転換
連携基盤	BoryVoice Platform、BoryTalk Solution、BORY AI Platform、顧客のホームページ・ECサイト・CRM

サービス概要

EveryTalkは、ホームページ、ECサイト、公共機関、病院、教育機関など、さまざまなウェブサービスに適用できるAIウェブチャットボットサービスです。

訪問者はメニューを直接探さなくても自然言語で質問でき、チャットボットは顧客が保有するFAQ、商品情報、サービス案内、社内文書、お知らせ、製品紹介資料、相談基準に基づいて回答します。

EveryTalkは単純な固定型FAQチャットボットではなく、文書ベース質疑応答、対話シナリオ、相談受付、問い合わせ転換、管理者統計、未回答質問管理まで含む運用型ウェブチャットボットサービスとして構成できます。

顧客はEveryTalkを通じて反復的な問い合わせを減らし、ホームページ訪問者を実際の相談・見積・予約・購入問い合わせへつなげることができます。

サービス定義

EveryTalkは、Boryの対話AI技術をウェブベースで提供するサービスです。

プラットフォーム：BoryVoice PlatformやBORY AI Platformのような、チャットボットと対話AIのための共通技術基盤
ソリューション：顧客の業務環境とデータに合わせて構築するAIチャットボット・相談自動化システム
サービス：顧客がウェブサイト上で継続運用し、ユーザーが直接利用するAIウェブチャットボット機能

したがって、EveryTalkは「ウェブサイトにそのまま組み込んで運用するAIチャットボットサービス」と説明するのが適切です。

顧客の課題

反復的な問い合わせが多く、相談業務の負担が大きい

営業時間、所在地、価格、予約、配送、返金、製品説明、見積依頼、書類案内などの質問は毎日繰り返されます。EveryTalkは、反復的な一次問い合わせをAIが対応することで、相談担当者の業務負担を軽減します。

訪問者が必要な情報を見つけにくい

ホームページに資料があっても、訪問者がメニュー構造を理解していなければ必要な内容を見つけにくいことがあります。EveryTalkは質問ベース検索と文書ベース回答を提供し、ユーザーが必要な情報を素早く確認できるよう支援します。

相談可能時間外の問い合わせ機会を逃している

夜間、週末、祝日にも顧客は質問を残します。EveryTalkは24時間の基本対応と問い合わせ受付を提供し、相談可能時間外でも見込み顧客を確保できます。

チャットボットの対話が営業データとして活用されていない

顧客の質問、未回答質問、製品別関心度、相談転換履歴は重要なマーケティングデータです。EveryTalkは対話履歴を分析し、ホームページ改善、広告キーワード、FAQ改善、営業対応に活用できます。

AIチャットボットを構築しても運用管理が難しい

チャットボットは構築よりも運用が重要です。EveryTalkは管理画面、質問管理、回答修正、未回答質問確認、統計機能を通じて、顧客が継続的にチャットボット品質を管理できるようにします。

主なサービス機能

1. AIウェブチャットボットウィジェット提供

顧客のホームページ、ECサイト、サービスページにチャットボットウィジェットを挿入し、訪問者がすぐに質問できるようにします。ブランドカラー、ボタン文言、開始メッセージ、相談転換文言を顧客に合わせて調整できます。

2. FAQ自動応答

よくある質問と回答に基づいて訪問者の質問へ自動対応します。価格、利用方法、営業時間、所在地、製品説明、申請手続き、配送・返金ポリシーなどの反復問い合わせを処理できます。

3. 文書ベース質疑応答

製品紹介資料、マニュアル、お知らせ、ポリシー文書、サービス説明、病院案内、公共機関の行政案内文書などに基づいて、ユーザーの質問に回答できます。

4. LLMベース自然言語応答

ユーザーの表現がFAQと完全に一致しなくても意味を把握し、自然な回答を生成できます。顧客文書と許可された回答範囲内で応答するよう設計します。

5. 相談受付・問い合わせ転換

AIが回答しにくい質問は、氏名、連絡先、問い合わせ内容、希望相談時間などを受け取り、担当者へ伝達できます。見積依頼、予約問い合わせ、相談申込、製品問い合わせにつなげることができます。

6. 管理者ダッシュボード

管理者は質問履歴、回答状態、よくある質問、未回答質問、相談転換件数、ユーザー反応を確認できます。運用中に必要な回答修正やFAQ拡充に活用します。

7. 未回答質問管理

AIが回答できなかった質問を収集し、管理者に表示します。このデータを基にFAQを追加し、ホームページコンテンツを補強し、広告キーワードや顧客ニーズを把握できます。

8. 対話統計・レポート

日別・月別の対話件数、主要質問、相談転換、未回答質問、製品別関心度、訪問者の問い合わせ種類をレポート形式で整理できます。

9. 外部システム連携

CRM、ECサイト、予約システム、掲示板、メール、メッセンジャー、カスタマーサポートシステムと連携し、チャットボット問い合わせを実際の業務フローにつなげられます。

10. 多言語・音声連携拡張

必要に応じて、英語などの多言語チャットボット、音声入力、音声出力、キオスク・ロボット対話サービスと連携して拡張できます。

サービス構成

ユーザー画面：ホームページチャットボットウィジェット、独立型チャットボットページ、モバイルウェブチャットボットUI
対話エンジン：FAQ対応、文書ベース質疑応答、LLM回答生成、対話シナリオ
データ管理：FAQ、製品情報、お知らせ、マニュアル、相談履歴、未回答質問
運用管理：管理者ダッシュボード、回答修正、統計、問い合わせ転換、権限管理
連携機能：ホームページ、ECサイト、CRM、メール、掲示板、予約システム、API連携

このようなお客様に適しています

ホームページ訪問者からの反復問い合わせを減らしたい企業
製品・サービス説明が多く、訪問者が情報を探しにくい会社
ECサイトでの商品問い合わせ、配送、返金、在庫、見積問い合わせを自動化したい運営会社
公共機関の行政案内、書類案内、部署案内を自動化したい機関
病院で受付、診療科、検査、予約、所在地案内をチャットボットで提供したい機関
教育機関で入学、受講、日程、申請問い合わせを自動化したい機関
AIチャットボットを単発構築ではなく継続運用サービスとして管理したい組織
相談データをマーケティングと営業転換データとして活用したい企業

適用分野

企業ホームページAI相談

会社紹介、製品問い合わせ、見積依頼、技術相談、資料請求、訪問予約など、企業ホームページの一次顧客対応に適用します。

ECサイト顧客対応

商品説明、配送、交換・返金、在庫、使用方法、おすすめ商品、大口購入問い合わせをチャットボットで処理できます。

公共機関の行政案内

営業時間、部署案内、行政書類、申請手続き、所在地案内、よくある行政質問に対応できます。

病院・医療機関案内

診療科案内、予約方法、検査準備事項、受付・会計手続き、病院所在地、駐車案内をチャットボットで提供できます。

教育機関相談

入学問い合わせ、受講申込、教育日程、持ち物、費用、相談予約、FAQ対応に活用できます。

社内業務アシスタント

社内マニュアル、製品資料、営業資料、カスタマーサポート資料を基に、社内従業員向け質疑応答チャットボットを構成できます。

展示会・イベント案内チャットボット

イベント日程、ブース位置、プログラム案内、参加申込、問い合わせ受付など、短期イベント向けウェブチャットボットとして活用できます。

サービス提供方式

基本型：FAQと相談受付を中心とした迅速なウェブチャットボット構築
文書型：製品紹介資料、マニュアル、お知らせなどを活用した文書ベース質疑応答の提供
相談型：顧客問い合わせ受付、担当者接続、メール・CRM連携を中心とした構成
ECサイト型：商品問い合わせ、配送・返金、大口購入、おすすめ商品案内を中心とした構成
機関型：公共機関・病院・教育機関の案内文書と行政・受付手続きを中心とした構成
拡張型：音声、キオスク、ロボット、BoryTalk、BoryVoice Platformとの連携

期待効果

反復相談業務の削減

よくある質問をAIが一次処理し、相談員と運用担当者の反復業務を削減できます。

訪問者問い合わせ転換率の向上

訪問者が必要な情報を素早く確認し、相談・見積・予約・購入問い合わせへつながるよう支援できます。

24時間顧客対応

相談可能時間外でも基本案内と問い合わせ受付を提供し、見込み顧客を逃さないようにできます。

ホームページコンテンツ改善

未回答質問と反復質問を分析し、ホームページ説明、FAQ、製品紹介資料、広告キーワードを改善できます。

マーケティングデータの確保

顧客の質問から関心製品、不便事項、購入転換要因、相談ニーズをデータとして確認できます。

Bory対話AIサービスの拡張

EveryTalkを基盤として、BoryTalk、BoryVoice Platform、キオスク、ロボット、アクセシビリティサービスへ拡張できます。

導入プロセス

要件確認：適用サイト、対象顧客、主な問い合わせ種類、相談転換方式、運用目標を確認します。
資料収集：FAQ、製品情報、サービス案内、マニュアル、お知らせ、相談スクリプト、既存相談履歴を収集します。
対話設計：開始メッセージ、質問分類、回答範囲、相談受付項目、担当者接続基準を設計します。
チャットボット構築：ウェブチャットボットUI、対話エンジン、文書検索、管理者画面、統計機能を構成します。
テスト運用：実際の質問を使って回答品質、未回答質問、相談転換フロー、モバイル画面を検証します。
正式運用：ホームページまたはECサイトに適用し、管理者教育と運用基準を提供します。
運用高度化：対話データを基にFAQ、回答、文書、広告キーワード、相談シナリオを継続的に改善します。

EveryTalkでできること

AIウェブチャットボットサービス運用
ホームページ顧客問い合わせの自動対応
ECサイト商品問い合わせの自動対応
FAQベース自動応答
文書ベース質疑応答
LLMベース自然言語回答生成
相談受付および担当者接続
見積問い合わせ受付
予約・申請問い合わせ受付
未回答質問管理
よくある質問分析
対話履歴および統計管理
管理者ダッシュボード提供
CRM・メール・掲示板連携
BoryTalk・BoryVoice Platform連携
キオスク・ロボット対話サービスへの拡張

導入お問い合わせ

EveryTalkは、顧客のホームページ構造、保有文書、主な問い合わせ種類、相談転換方式、運用人員、セキュリティポリシーに応じて、基本型、文書型、相談型、ECサイト型、機関型、拡張型として提案します。

AIウェブチャットボットサービス導入のお問い合わせ
ホームページチャットボット構築のお問い合わせ
ECサイトチャットボット運用のお問い合わせ
公共機関行政案内チャットボットのお問い合わせ
病院・教育機関案内チャットボットのお問い合わせ
文書ベース質疑応答チャットボットのお問い合わせ
LLMチャットボットサービスのお問い合わせ
相談受付・見積問い合わせ自動化のお問い合わせ
チャットボット管理者ダッシュボードのお問い合わせ
BoryTalk・BoryVoice Platform連携のお問い合わせ
PoC提案依頼

ご案内事項

EveryTalkは、ウェブベースのAIチャットボットと対話応対機能を提供するサービスです。

本サービスは顧客対応と情報案内を補助するシステムであり、すべての質問に対して常に完全な回答、または法的・医療的・金融的判断が可能な回答を提供することを保証するものではありません。

LLMベース回答を適用する場合は、回答範囲、参照文書、禁止語、相談員接続基準、管理者検証手順をあわせて設計することを推奨します。

顧客情報、相談内容、連絡先、問い合わせ履歴を保存したり外部システムと連携したりする場合は、個人情報処理基準、セキュリティポリシー、保管期間、アクセス権限について事前協議が必要です。

医療、法律、金融、公共行政など重要な判断が必要な分野では、AI回答を参考案内として提供し、最終判断は担当者または公式手続きを通じて確認するよう案内する必要があります。

導入前に、適用サイト、資料提供範囲、回答可能範囲、相談受付方式、個人情報処理基準、運用担当者、保守基準について事前検討が必要です。

関連製品・ソリューション・プラットフォーム・サービス

関連ソリューション

· BoryTalk Solution / Bory AIチャットボット・相談自動化ソリューション

· BoryVoice Solution / Bory音声認識・読唇STTソリューション

· BORY Sense Solution / Bory AI映像理解・対話アクセシビリティソリューション

· BoryData Solution / Boryデータ分析・処理ソリューション

関連プラットフォーム

· BoryVoice Platform / Bory音声・対話AIプラットフォーム

· BORY AI Platform / Bory人工知能プラットフォーム

· BoryData Platform / Boryデータ分析プラットフォーム

· BORY Sense Platform / Bory AI映像理解・対話アクセシビリティプラットフォーム

関連サービス

· BoryTalk / ロボット・キオスク向け対話AIサービス

· EveryService / Bory AIソリューション・製品ショーケース

· EveryKiosk Service / BoryバリアフリーAIキオスク運用サービス

· YAONG Service / YAONG言語療法対話サービス

· YOYO Service / YOYO高齢者向け会話パートナーサービス

BORY.ai 主要サービスのご紹介

以下は、ボリ株式会社が運営中、または提供に向けて準備を進めている主な代表ドメインです。

主要ドメイン	サービス／ブランド	紹介文
bory.ai	BORY.ai	ボリ株式会社の公式AIブランドサイトで、製品・ソリューション・プラットフォーム・サービスを総合的に紹介する公式ホームページ
borysense.com	BORY SENSE	リアルタイム字幕、読唇AI、ARグラス連携を通じて、聴覚障害者や高齢者のコミュニケーションを支援するAI聴覚支援プラットフォーム
borytalk.com	BORY TALK	行政窓口、相談、案内、カスタマーサポートに活用できるWebベースの対話型AIチャットボットサービス
borykiosk.com	BORY KIOSK	高齢者や障害者向けに、音声案内、字幕、分かりやすい画面を提供するバリアフリーAIキオスクサービス
boryservice.com	BORY SERVICE	さまざまな産業・公共・生活分野に適用可能なボリのAIサービスおよび構築型AI製品を紹介するサービスポータル
borysong.com	BORY SONG	AIを活用した作曲、音楽生成、サウンドコンテンツ制作を支援する音楽AIサービス

BoryStoreTrack Solution

bory.ai — Fri, 7 Aug 2026 09:48:34 +0900

BoryStoreTrack Solution | Bory Unmanned Store AI Tracking Solution |

A retail customer behavior analytics solution that uses camera-based AI analysis to examine customer movement paths, dwell time, areas of interest, and exit flows in unmanned stores

BoryStoreTrack Solution is an unmanned store AI tracking solution that analyzes customer approach, movement, dwell time, areas of interest, and exit flows with AI for environments such as unmanned stores, smart shops, self-service stores, pop-up stores, showrooms, exhibition halls, and franchise locations.

Because unmanned stores do not have staff continuously present, it is difficult to determine when customers entered, where they stayed, which products or screens attracted their attention, and at what point they left. Conventional CCTV is often limited to reviewing footage, making it difficult to use directly for store operations improvement or marketing analysis.

BoryStoreTrack Solution integrates cameras, existing CCTV, edge AI devices, video analytics modules, an administrator dashboard, and POS and kiosk connectivity according to the customer’s store environment, enabling in-store customer flow to be reviewed as data.

Store operators can review visitor counts, dwell time by zone, customer movement paths, waiting and abandonment in front of kiosks, interest in product zones, and visit flows by time of day, then improve product placement, store layout, promotions, kiosk UI, and operating strategies based on data.

[Inquire About Solution Deployment][Consultation on Unmanned Store Customer Analytics][PoC Installation Inquiry][Request a Proposal]

Customer Challenges

It is difficult to directly observe customer behavior in unmanned stores

In unmanned stores without on-site staff, it is difficult to understand how customers actually use the store.

It is difficult to know whether a customer entered, which zones they stayed in, which products they spent time in front of, and why they left without making a purchase.

BoryStoreTrack Solution converts customer movement and dwell patterns into data through camera-based AI analysis, helping unmanned store operators understand store conditions more clearly.

CCTV footage alone has limitations for operational improvement

Existing CCTV can be used for incident review and security, but it has limitations for customer path analysis, dwell-time analysis, area-of-interest analysis, and store operations improvement.

BoryStoreTrack Solution analyzes CCTV or camera footage with AI, provides customer behavior data through a dashboard, and enables the results to be used for store operations and marketing decisions.

It is difficult to identify the zones where customers leave

When customers enter a store but leave without making a purchase, it is difficult to determine where they lost interest, whether they abandoned an order at the kiosk, or whether they left before payment.

BoryStoreTrack Solution analyzes customer approach, stopping, movement, and exit events to identify in-store drop-off zones and areas for improvement.

It is difficult to verify product placement and promotion effectiveness with data

In unmanned stores and pop-up stores, it is important to evaluate the effectiveness of product placement, advertising screens, promotional zones, and experience zones using data.

BoryStoreTrack Solution is built to analyze where customers stay longer, which screens or products they respond to, and how customer flow changes before and after an event.

Kiosk and POS data are separated from customer behavior data

Store operators can review order and payment data through the POS or kiosk, but it is difficult to know what customers did before placing an order.

BoryStoreTrack Solution integrates with BoryKiosk, EveryKiosk, POS, and store management systems to analyze customer behavior data together with order and payment data.

Solution Overview

BoryStoreTrack Solution is a customized solution that analyzes customer behavior in unmanned stores and smart shops with AI and enables operators to manage store flow based on data.

Key features include the following.

Customer Approach Detection
Customer movement path analysis
Customer stopping and dwell-time analysis
Customer exit event analysis
Area-of-interest analysis by zone
Dwell analysis in front of product displays
Analyze waiting and exit behavior at kiosks
Multi-camera customer flow analysis
Generate customer traffic heatmaps
Analyze visitor flows by time period
Integrated dashboard for stores and branches
Integrate POS and kiosk data
Analyze responses in advertising and promotional zones
Integration with existing CCTV and RTSP cameras
Generate unmanned store operations reports

Key Features

1. Customer Approach, Movement, and Exit Analysis

BoryStoreTrack Solution can be configured to analyze whether a customer approached or entered the store, which direction they moved, and from which zone they exited.

Customer flow can be reviewed as data for key zones such as entrances, exits, product areas, kiosks, payment areas, and experience zones.

2. Dwell-Time Analysis by Zone

The system can analyze how long customers remain in specific zones.

Analyzing dwell time in front of product displays, advertising screens, kiosks, event zones, photo zones, and experience areas helps identify customer interest and the effectiveness of in-store content.

3. Customer Movement Path Analysis

Customer movement routes within the store can be analyzed to identify major traffic paths and bottlenecks.

By identifying frequently traveled zones, rarely visited zones, long-dwell zones, and quick-exit zones, store layout and guidance paths can be improved.

4. Customer Traffic Heatmap

An in-store heatmap can be created based on customer movement and dwell data.

The heatmap provides an at-a-glance view of zones where customers spend the most time and zones with relatively low interest.

5. Area-of-Interest Analysis

Based on areas of interest defined by the operator, the system can analyze visit counts, dwell time, approach frequency, repeat visits, and exit flows.

Product displays, new-product zones, promotion zones, event zones, advertising screens, and areas in front of kiosks can be designated as areas of interest.

6. Kiosk Waiting and Abandonment Analysis

The system can analyze whether customers approached a kiosk, how long they waited, whether they completed an order, and whether they abandoned the process midway.

When integrated with BoryKiosk Solution or EveryKiosk Service, customer behavior data can be analyzed together with order and payment data to improve kiosk screen design and ordering flows.

7. Advertising and Display Response Analysis

The system can analyze how long customers stay in front of advertising screens, digital signage, media walls, and promotional displays in the store.

Compare customer responses before and after advertising content changes and use the results to evaluate marketing effectiveness.

8. Multi-Camera Integrated Analysis

When a store has a complex layout or several zones must be analyzed simultaneously, the system can be built with an integrated multi-camera analysis architecture.

Camera data from entrances, product displays, kiosks, payment areas, exits, and other zones can be integrated to understand overall customer flow.

9. Integrated Dashboard by Branch

Franchises, unmanned store chains, and brand retailers can review customer behavior data from multiple branches on a single dashboard.

Visitor counts, dwell time, interest by zone, traffic volume by time of day, and order conversion flows can be compared across branches.

10. De-Identified Customer Flow Analysis

BoryStoreTrack Solution is designed primarily for de-identified customer flow analysis to improve store operations, not for identifying individual customers.

When required, the system can analyze customer behavior by object, zone, and time period without identifying individuals.

Available Deployment Configurations

Basic Deployment Configuration

Camera or existing CCTV integration
PC or Edge AI Device
Video capture module
Person detection module
Customer movement tracking module
Approach, stopping, and exit analysis module
Zone configuration module
Dwell-time analytics module
Administrator Dashboard
Event logging and statistics module

Extended Deployment Configuration

RTSP Camera Integration
Analysis using an RDK X5 board or edge board
Integrated multi-camera analytics
Customer traffic heatmaps
Area-of-Interest Analysis
Kiosk integration
POS, order, and payment data integration
Integrated dashboards by store and branch
Advertising and promotion response analysis
Customer flow analysis by time of day
Unmanned store operations report
API-based external system integration
Cloud server deployment
On-premises server deployment
Franchise headquarters administrator screen
Store-level access control

Application Scenarios

Unmanned store customer flow analysis

In unmanned convenience stores, unmanned cafés, unmanned ice cream stores, self-service stores, and similar locations, the system can analyze when customers enter, where they stay, and how they move through the store.

Operators can review store usage flows as data even without on-site staff.

Smart Shop Operations Improvement

Analyze customer responses at product shelves, kiosks, payment zones, and event zones to improve store operations.

By identifying zones where customers stay longer, pass through quickly, or experience congestion, operators can adjust product placement and store layout.

Pop-Up Store and Showroom Visitor Analytics

Visitor responses and experience flows are important for pop-up stores and showrooms.

BoryStoreTrack Solution analyzes visitor counts, dwell time by zone, responses to experience zones, interest by product, and reactions to advertising screens, helping evaluate event performance and brand experience effectiveness.

Kiosk order conversion analysis

The system can analyze customer approach to a kiosk, waiting, order initiation, order completion, and abandonment before payment.

Analyzing order and payment data together with customer behavior data can help improve the kiosk UI, menu placement, option-selection steps, and payment flow.

Advertising and promotion effectiveness analysis

The system can analyze customer dwell time in front of advertising screens, digital signage, media walls, and promotional zones in the store.

Customer responses before and after changes to advertising content or promotions can be compared to evaluate marketing effectiveness with data.

Integrated multi-branch franchise management

When operating multiple unmanned stores or branded stores, customer visit flows and dwell data by branch can be reviewed through an integrated dashboard.

Operating strategies can be developed by comparing traffic volume by time of day, dwell patterns by branch, and interest by zone.

Expected Benefits

Improved Visibility into Unmanned Store Operations

Customer visits, movement, dwell, and exit flows can be reviewed as data even without on-site staff.

Store traffic flow improvement

Store routes and product placement can be improved by analyzing frequently used paths and rarely visited zones.

Product and content interest analysis

Customer interest can be assessed by analyzing dwell time and approach frequency at product displays, advertising screens, and event zones.

Kiosk order conversion rate improvement

By analyzing waiting and abandonment flows in front of kiosks, problem points in the ordering process can be identified and the screen design and ordering process improved.

Marketing Effectiveness Analysis

Campaign effectiveness can be evaluated by analyzing visitor responses to pop-up stores, showrooms, advertising screens, and promotional zones.

AI Enhancement of Existing CCTV

Use existing CCTV not only as recording equipment but also as an AI data collection device for customer behavior analytics and store operations improvement.

Deployment Process

1. Requirements Review

The customer’s store type, analysis objectives, current camera setup, need for POS and kiosk integration, and personal data handling standards are reviewed.

2. Store Environment Analysis

The store layout, entrances and exits, customer movement routes, product displays, kiosk locations, camera positions, lighting, and congestion levels are analyzed.

3. Analysis Zone Design

Areas of interest such as entrances, exits, displays, kiosks, payment areas, advertising screens, and promotional zones are defined.

4. PoC Development

For selected zones or cameras, the feasibility of customer detection, movement tracking, dwell-time analysis, and dashboard display is verified.

5. Full Implementation

Camera integration, AI analytics modules, dashboards, heatmaps, POS and kiosk integration, and reporting functions are implemented for the store environment.

6. Operational Verification and Enhancement

Based on actual customer behavior data, zone settings, dwell thresholds, exit criteria, report screens, and store operating indicators are improved.

What BoryStoreTrack Solution Can Do

Build an unmanned store customer tracking system
Visitor count analysis
Detect customer approach, stop, and exit events
Analyze customer movement paths within stores
Analyze dwell time by zone
Generate customer traffic heatmaps
Analyze customer interest in front of product shelves
Analyze waiting and exit behavior at kiosks
Analyze visitor flows by time period
Analyze customer flows using multiple cameras
Integrate AI analytics with existing CCTV footage
Integrate POS and kiosk data
Integrated dashboard for stores and branches
Analyze responses in advertising and promotional zones
Generate unmanned store operations reports
Build smart shop customer behavior analytics systems
Build a multi-branch franchise customer analytics system

Implementation Inquiries

BoryStoreTrack Solution can be proposed as a PoC, single-store deployment, existing CCTV integration, kiosk and POS integration, or multi-branch integrated management solution depending on the store structure, camera configuration, analysis goals, POS and kiosk integration requirements, and personal data handling standards.

Inquiry About Introducing an Unmanned Store AI Tracking Solution
Inquiry About an Unmanned Store Visitor Analytics System
Inquiry About Customer Traffic and Dwell-Time Analytics
Inquiry About AI Analytics Integration with Existing CCTV
Inquiry About Kiosk and POS Data Integration
Inquiry About Pop-Up Store Visitor Analytics
Inquiry About Integrated Multi-Branch Franchise Management
Inquiry About a Smart Shop Customer Behavior Analytics PoC
Request a Proposal

Important Information

BoryStoreTrack Solution is an AI-based customer tracking solution for analyzing customer flow in unmanned stores and smart shops.

This solution is not intended to verify customer identities or identify individuals; its standard design direction is a de-identified customer flow analysis system for improving store operations.

When customer faces, video, routes, or dwell information are stored or analyzed, prior review is required regarding personal data protection laws, video information processing device operating standards, in-store notices, and customer consent methods.

Analytics performance and deployment methods may vary depending on lighting, camera placement, customer density, occlusion, store layout, and network conditions.

When integrating with POS, kiosk, advertising, or store management systems, the scope of deployment may vary depending on the customer's system architecture and API availability.

Before deployment, a preliminary review is required for the store layout, camera installation positions, analysis zones, data storage method, personal data handling standards, and dashboard configuration.

BORY.ai Key Services Overview

Bory Co., Ltd. develops products, solutions, platforms, and services for industrial, medical, public-sector, healthcare, and barrier-free applications based on AI technologies involving speech, language, video, sensors, and data.

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryFluidSense Solution

bory.ai — Thu, 6 Aug 2026 10:48:50 +0900

BoryFluidSense Solution | Bory AI Radar-Based Liquid Quality Analysis Solution |

A liquid quality analysis solution that uses radar sensors and AI to analyze contamination, layer separation, and quality conditions in liquids and integrates with collection, traceability, and settlement systems

BoryFluidSense Solution combines radar sensors, cameras, edge boards, AI analytics software, data servers, and an administrator dashboard to analyze liquid quality and connect measurement results with collection history, settlement, and certification systems.

The quality of oils, water, mixtures, industrial liquids, and recycled liquid resources can be difficult to verify quickly in the field, while data reliability may become an issue during collection, receiving, inspection, and settlement. Water contamination, foreign-material contamination, layer separation, quality degradation, manual-recording errors, and unclear origin can in particular lead to transaction disputes and settlement errors.

BoryFluidSense Solution collects liquid quality measurement data in the field and records it together with time, location, operator, and collection history, enabling customers to improve quality control, supply-chain management, settlement, certification, and reporting through data.

The solution is not limited to a particular liquid and can be applied wherever quality measurement and traceability are required, including used cooking oil, waste lubricating oil, process oil, mixtures, industrial liquids, and recycled liquid resources.

[Inquire About Solution Deployment][Liquid Quality Analysis PoC Inquiry][Collection and Settlement System Integration Consultation][Request a Proposal]

Customer Challenges

Liquid quality is difficult to verify immediately in the field

The quality of liquid resources is often difficult to assess visually. Water contamination, layer separation, foreign-material contamination, and possible deterioration may be judged differently depending on the experience of field personnel.

BoryFluidSense Solution uses radar sensors and AI analysis to measure liquid conditions as data and assist field quality inspections.

Collection, receiving, and inspection records are managed separately

At collection sites, time, location, operator, collected volume, quality condition, photographs, and inspection results are often recorded through different methods.

BoryFluidSense Solution connects measurement data and collection-history data in a single flow to reduce missing field data and manual-recording errors.

Quality disputes and settlement errors may occur

If the quality condition of a liquid resource is not clearly recorded, disputes over quality, depreciation criteria, and settlement errors may arise during transactions.

BoryFluidSense Solution stores measurements, photographs, location, time, operator, and historical data together for use in quality-based settlement and verification procedures.

Reliable supply-chain data is required

Recycled liquid resources and industrial liquids pass through multiple stages, including collection, transportation, inspection, refining, trading, and certification.

BoryFluidSense Solution can be built as a foundational system that links liquid quality data with movement history to improve supply-chain data reliability.

Solution Overview

BoryFluidSense Solution is a customized solution that brings radar-based liquid quality measurement, AI analysis, field data collection, traceability, and settlement and certification integration into a single workflow.

Key features include the following.

Radar sensor-based liquid condition measurement
Analysis of water contamination in liquids
Layer separation and mixing-state analysis
Camera-based field image records
Raspberry Pi or edge board-based data collection
Recording measurement time, location, and operator information
Collection-history data integration
Quality data transmission to the server
Administrator Dashboard Development
Integration with quality certificates, certification documents, and settlement statements
External platform API integration
Customization to the customer's business processes

Key Features

1. Radar-Based Liquid Quality Analysis

BoryFluidSense Solution uses radar sensors to collect reflected signals from inside liquids and applies AI analysis to assess liquid conditions.

It can be used to analyze layer separation, possible water contamination, mixing conditions, and changes in quality.

2. Water Contamination and Layer Separation Analysis

Liquids with different densities and properties, such as oil and water, may separate into layers during storage.

BoryFluidSense Solution can be implemented as an analysis system that uses radar signals and analytical algorithms to identify water contamination and layer separation.

3. Camera-Based Field Records

Measurement data alone may not fully explain field conditions.

BoryFluidSense Solution can use cameras to record the measurement site, container condition, labels, collection environment, operator verification screen, and other field information as image data.

4. Edge Board-Based Field Data Collection

Raspberry Pi, RDK boards, industrial edge devices, and similar equipment can collect sensor and image data in the field.

Depending on field conditions, the system can support local storage, server transmission, temporary offline storage, and transmission after network recovery.

5. Collection-History Data Integration

BoryFluidSense Solution can manage liquid quality measurements together with collection time, location, operator, vehicle, collection source, and receiving destination information.

This enables the solution to expand beyond simple measurement into a traceability system covering collection, inspection, settlement, and certification.

6. Quality Data-Based Settlement Integration

Liquid quality data can be connected to settlement criteria.

For example, the system can integrate with solutions that generate settlement statements or transaction records based on water contamination rate, quality grade, collected volume, received volume, and inspection results.

7. Quality Certificate and Certification Integration

Based on measurements, collection history, location, time, images, and operator information, the solution can integrate with systems that issue quality certificates or certification documents.

Quality verification forms, certification wording, inspection items, and approval procedures can be customized to an institution's or company's operating standards.

8. Administrator Dashboard

Administrators can use the dashboard to review measurements by collection site, quality grades, suspected water-contamination cases, measurement history by time period, quality status by location, and settlement status.

Data from multiple sites, collection sources, and operators can be managed in an integrated manner.

9. External Platform API Integration

BoryFluidSense Solution can integrate through APIs with existing collection platforms, ERP systems, settlement systems, certification systems, trading platforms, and quality-management systems.

Customers can retain their existing systems while adding liquid quality measurement and traceability functions.

Available Deployment Configurations

Basic Deployment Configuration

Radar sensor integration module
Camera integration module
Edge board data collection module
Liquid quality analysis algorithm
Water contamination and layer separation analysis module
Measurement data storage module
Server transmission module
Administrator Dashboard
Quality-history inquiry screen
Collection-history management screen

Extended Deployment Configuration

GPS or location information integration
Collection-driver app integration
Vehicle and collection-source management functions
Collected-volume and received-volume data integration
Quality grade calculation function
Settlement statement generation function
Quality certificate generation function
Certification issuance system integration
Blockchain or integrity-verification architecture integration
External trading platform API integration
Cloud server deployment
On-premises server deployment
Integrated dashboard for multiple locations
Customization of customer business systems

Application Scenarios

Quality management for recycled liquid resources

Quality conditions can be measured and recorded throughout the collection, receiving, refining, and trading processes for recycled liquid resources.

Quality data measured at collection sites can be used for receiving inspection, settlement, certification, and reporting.

Quality analysis for used cooking oil and waste lubricating oil

The solution can be implemented as an analysis system for checking water contamination, layer separation, and quality degradation in oil-based liquid resources.

Managing field measurement results together with collection history can help reduce quality disputes and settlement errors.

Industrial Liquid Management

It can be used to manage the condition of industrial liquids such as process oils, mixtures, cleaning fluids, and liquid raw materials.

Quality-management systems can be strengthened by managing liquid conditions, measurement history, and abnormal states by site as data.

Collection and settlement platform integration

Companies that collect liquid resources can connect driver applications, quality measurement terminals, administrator dashboards, and settlement systems into a single workflow.

The system can be configured so that quality data measured at collection sites is automatically stored on the server and reflected in settlement criteria.

Support for certification and inspection operations

The solution can support operations that require quality certificates, inspection sheets, certification documents, and transaction evidence.

Storing measurements together with time, location, images, and operator information can improve the reliability of inspection operations.

Supply-chain data tracing

The movement and quality history of liquid resources can be traced from collection sources through transportation, receiving, refining, trading, and certification.

Integration with BoryEcoTrace Platform enables expansion into a digital tracing architecture for circular resources.

Expected Benefits

Data-driven quality assessment

Liquid quality assessment that previously relied on visual inspection or handwritten records can be converted to sensor-data and AI-analysis-based processes.

Improved reliability of collection history

Recording measurement time, location, operator, images, and quality data together can improve the reliability of collection history.

Reduced settlement errors

Connecting quality conditions and collection data with the settlement system enables settlement based on quality criteria and reduces the likelihood of disputes.

More efficient quality-management operations

Automating field measurement, data storage, dashboard review, report generation, and settlement integration can reduce the workload of quality-management operations.

Improved supply-chain transparency

Connecting information on the origin, quality, movement, inspection, and certification of liquid resources can improve supply-chain transparency.

Upgrading Existing Systems

Radar-based quality analysis can be added to existing collection systems, settlement systems, certification systems, ERP solutions, and trading platforms.

Deployment Process

1. Requirements Review

The customer's liquid types, measurement objectives, collection methods, settlement criteria, certification requirements, and existing system architecture are reviewed.

2. On-Site Environment Analysis

Container material, measurement distance, sensor installation position, liquid type, layer-separation characteristics, temperature, field lighting, and network environment are analyzed.

3. PoC Design

Using selected liquid samples and field data, the PoC verifies radar measurement feasibility, water-contamination analysis, data transmission, and dashboard configuration.

4. Measurement Terminal Configuration

Radar sensors, cameras, edge boards, data collection software, and server transmission modules are configured for the customer's field environment.

5. Analysis Algorithm Application

AI analysis algorithms and quality assessment criteria are applied according to the target liquid and quality standards.

6. Dashboard and System Integration

The administrator dashboard, collection-history management screen, settlement system, certification system, and external API integration architecture are implemented.

7. Operational Verification and Enhancement

Analysis results, measurement stability, dashboard usability, and settlement integration results are verified and improved using actual field data.

What BoryFluidSense Solution Can Do

Build a radar-based liquid quality analysis system
Analyze water contamination
Analyze liquid layer separation
Automatically collect field measurement data
Camera-based field image records
Store collection time, location, and operator information
Collection-driver app integration
Quality data transmission to the server
Administrator Dashboard Development
Manage quality grades
Integrate with settlement statement generation systems
Integrate with quality certificate generation systems
Certification issuance system integration
External platform API integration
Digitally trace liquid resources
Manage supply-chain quality data
Build an on-premises quality analysis system
Build a cloud-based quality-management system

Implementation Inquiries

BoryFluidSense Solution can be proposed as a PoC, field terminal deployment, server integration, dashboard implementation, or platform integration depending on the customer's liquid types, measurement environment, collection process, quality standards, settlement method, and certification requirements.

Inquiry about introducing an AI radar-based liquid quality analysis solution
Inquiry about a water-contamination measurement PoC
Inquiry about a quality-management system for recycled liquid resources
Inquiry about collection-history and settlement system integration
Inquiry about quality certificate and certification system integration
Inquiry about collection driver application integration
Inquiry About External Platform API Integration
Inquiry about supply-chain digital tracing implementation
On-Premises Implementation Inquiry
Request a Proposal

Important Information

BoryFluidSense Solution is an AI-based analysis solution that supports liquid quality measurement and traceability.

Measurable items and analysis accuracy may vary depending on liquid type, container material, sensor position, measurement distance, temperature, field noise, and data-training conditions.

Separate calibration, testing, certification, and customer validation procedures may be required when the data is used for commercial metering, accredited test reports, statutory certification, or international certification submissions.

This solution may be provided as a deployment-type solution requiring a PoC, customization, and system integration tailored to the customer's environment.

When quality data, location information, operator information, and transaction or settlement data are stored or integrated, prior consultation is required regarding privacy standards, data security policies, and access-rights management.

Before implementation, the liquid type, measurement environment, container structure, quality criteria, settlement method, certification purpose, and data integration method must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

Bory MediaWall Solution

bory.ai — Thu, 6 Aug 2026 10:47:03 +0900

Bory MediaWall

Bory MediaWall is designed for exhibition halls, corporate events, brand pop-ups, and promotional centers, where itrecognizes visitors’ movements and facesand makes on-screen graphics respond in real timethrough its interactive media wall technology.
With only a camera and display, visitor-participation photo walls, brand experience content, and real-time event screens can be implemented quickly.

Experiential Content at a Glance

When a visitor stands in front of the screen, the media wall recognizes the person, then brand-message framesor graphic effectsare automatically applied.
Even when several people participate at the same time, each person can receive a different frame and message, turning a simple promotional screen into “an experience space people want to stay in.”

Key Features

Real-time AI Face Recognition
When a visitor stands in front of the screen, it recognizes people and faces in real time.
Even in crowded environments such as exhibition halls, it can detect multiple people simultaneouslyand apply graphic effects tailored to each visitor.
Visitor face or person region automatic recognition
Simultaneous recognition of multiple people
Real-time response in exhibition and event venue environments
Interactive composition centered on recognized people

Black-and-white Dot Processing

Change the background to a black-and-white dot patternwhile only recognized people are selectively highlighted.
Present a standard camera feed as stylish graphic contentto increase the exhibition space’s visual immersion.
Change the background to a black-and-white dot style
Highlight only recognized people in color or black and white
Dot spacing, size, and ratio adjustment
When the dot effect is turned off, switch to a full-color screen

Custom Design Frame Overlay

Frames tailored to brand messages, campaign slogans, and event conceptsare automatically applied to visitors.
Simply replace the frame imageto reuse it for other events or brand campaigns quickly.
Apply a different design frame to each person
Brand slogans, copy, and graphics can be inserted
Create a photo wall tailored to the event concept
PNG, AI, SVG and other brand design assets can be used

Real-time AR Character and Animation Compositing

When visitors stand in front of the screen, characters and animated graphics appear with them on the display in real time.
Images or animations with transparent backgrounds can be composited over the camera feed, creating the impression that visitors and characters share the same screen.
Display brand characters and illustrations as real-time overlays on the camera feed
Add dynamism by compositing transparent-background animations
Apply dot-background effects and character displays simultaneously
Replace character videos to match the event concept

Real-time Video Streaming

View the on-site media wall screen in real time through a web browser.
Without installing a separate app, operators can monitor the screen remotely, making event operation and managementmore convenient.
View the media wall screen in aweb browser
Monitor the on-site screen in real time
Multiple operatorscan view it simultaneously
Check the event screen status from aremote location

Support for Various Display Ratios

Large LED displays, standard monitors, projectors, and kiosks and other display environments are optimized.
Long horizontal LED screens and non-standard resolutionscan also use a full-bleed screen with no margins.
Support for LED 3:1 aspect-ratio screens
Automatic full-screen output
Margin-free cropped screen composition
COEX and KINTEX and other large exhibition venues

Applications

Bory MediaWall is ideal for spaces where visitors participate directly.

- Exhibition booths

- Corporate promotional centers

- Brand pop-up stores

- Recruitment and HR events

- Conference photo walls

- Public-sector promotional spaces

- Kiosk-integrated experiential content

Product Packages

Package	Overview	Recommended Use
Bory MediaWall Basic	Ideal for customers who want to quickly implement an interactive photo wallat an exhibition or event.	Exhibition D-2 weeks, when a photo wall is needed quickly An existing laptop and cameraare to be used A brand frameis needed for experiential content
Bory MediaWall Business	Suitable for corporate events, promotional centers, and recurring events that require operational support and content replacement.	Regular exhibition or event operation Seasonal content replacementis required Remote operational supportis needed
Bory MediaWall Custom	Suitable for projects requiring custom content production, including a brand-specific UI, large LED screen, or kiosk integration.	Company-exclusive interactive contentis required Large LED displaywhen a screen optimized for it is required Brand-campaign-specific designwhen you want to apply it

Delivery Record

Client	Project Name	Venue	Date
Daehak Naeil	AI·SW Maestro 17th Cohort launch ceremony	Halla Hall, Seoul Dragon City, Yongsan (Grand Ballroom)	2026.06
Daehak Naeil	2025 Chung Ju-yung Startup Competition Demo Day interactive photo wall	COEX Grand Ballroom	2025.10
Wantedlab	High Five 2025 interactive content	Seoul COEX Grand Ballroom	2025.05

For Marketing and Sales Teams

If you need an interactive photo wall two weeks before an exhibition, Bory MediaWall Basic is enough.
One camera, one laptop, and one software installationare all you need to create a visitor-participation media wall anywhere, including COEX and KINTEX.
Complete your brand’s own interactive photo wall quickly, without purchasing dedicated equipment.

Package	Overview	Recommended Use
Bory MediaWall Basic	Ideal for customers who want to quickly implement an interactive photo wallat an exhibition or event.	Exhibition D-2 weeks, when a photo wall is needed quickly An existing laptop and cameraare to be used A brand frameis needed for experiential content
Bory MediaWall Business	Suitable for corporate events, promotional centers, and recurring events that require operational support and content replacement.	Regular exhibition or event operation Seasonal content replacementis required Remote operational supportis needed
Bory MediaWall Custom	Suitable for projects requiring custom content production, including a brand-specific UI, large LED screen, or kiosk integration.	Company-exclusive interactive contentis required Large LED displaywhen a screen optimized for it is required Brand-campaign-specific designwhen you want to apply it

Delivery Record

Client	Project Name	Venue	Date
Daehak Naeil	AI·SW Maestro 17th Cohort launch ceremony	Halla Hall, Seoul Dragon City, Yongsan (Grand Ballroom)	2026.06
Daehak Naeil	2025 Chung Ju-yung Startup Competition Demo Day interactive photo wall	COEX Grand Ballroom	2025.10
Wantedlab	High Five 2025 interactive content	Seoul COEX Grand Ballroom	2025.05

For Marketing and Sales Teams

If you need an interactive photo wall two weeks before an exhibition, Bory MediaWall Basic is enough.
One camera, one laptop, and one software installationare all you need to create a visitor-participation media wall anywhere, including COEX and KINTEX.

Complete your brand’s own interactive photo wall quickly, without purchasing dedicated equipment.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryAudio Solution

bory.ai — Thu, 6 Aug 2026 10:39:36 +0900

BoryAudio Solution | Bory Audio Analysis and Generation Solution |

An AI audio solution that analyzes speech, music, environmental sounds, machine sounds, and user audio data, and generates sound, music, and audio content tailored to specific purposes

BoryAudio Solution is an audio analysis and generation solution that uses AI to analyze speech, music, environmental sounds, machine sounds, everyday noise, and content audio data, and builds systems for sound generation, music generation, audio classification, acoustic event detection, audio quality analysis, and audio data processing according to customer service objectives.

Unlike video or text, audio is signal data that changes over time. Human voices, musical instruments, ambient noise, machine operating sounds, in-store background music, industrial-site sounds, hospital and care-environment sounds, and educational content audio each require different analysis methods and usage objectives.

BoryAudio Solution builds audio collection, preprocessing, feature extraction, acoustic event analysis, music and sound generation, dashboards, API integration, and service interfaces tailored to the customer's audio data and service environment.

It can be applied to music education, AI composition, tinnitus-relief music, robot conversation, kiosk guidance, industrial acoustic detection, content production, audio data analysis, healthcare and wellness services, education platforms, and media services.

[Inquire About Solution Deployment][Consultation on Building Audio AI Analysis and Generation][PoC Development Inquiry][Request a Proposal]

Customer Challenges

Audio data is abundant, but difficult to analyze and utilize

Companies and institutions possess diverse data such as speech, music, environmental sounds, machine sounds, consultation recordings, and content audio.

However, audio data often has to be listened to, classified, or checked manually, which requires considerable time and cost.

BoryAudio Solution analyzes audio data with AI to automatically identify sound types, occurrence times, patterns, anomalies, and content characteristics.

Real-time detection of acoustic events is difficult

Industrial sites, hospitals, care spaces, stores, and public facilities often need to quickly determine whether a specific sound has occurred.

For example, it may be necessary to detect abnormal machine sounds, impacts, alarms, glass breaking, screams, suspected fall sounds, unusual noise, and specific equipment operating sounds.

BoryAudio Solution can build acoustic event detection models and alert systems tailored to the customer's environment.

It is difficult to create customized music and sound content

AI music, tinnitus-relief music, meditation sounds, background music, brand sounds, educational sounds, and robot or kiosk guidance sounds should be produced according to their purpose and users.

BoryAudio Solution combines Bory's AI music generation and audio analysis technologies to build a sound and music content generation structure tailored to customer service objectives.

Audio quality and noise issues are difficult to manage

Depending on the recording environment, noise, reverberation, volume differences, distortion, dropouts, and degradation in sound quality may occur.

BoryAudio Solution provides a foundation for improving STT, music analysis, consultation records, and content production by configuring audio quality analysis, noise inspection, signal quality evaluation, and preprocessing functions.

Existing services and audio AI functions are separate

To use audio analysis results in actual services, they must be connected to apps, web services, dashboards, kiosks, robots, consultation systems, content platforms, and healthcare services.

BoryAudio Solution integrates audio AI modules with the customer's existing systems through APIs so that they can be used directly within the service.

Solution Overview

BoryAudio Solution is a deployable AI audio solution that analyzes and generates audio data and connects the results to customer services.

Key features include the following.

Audio data collection
Audio preprocessing
Noise analysis
Audio quality analysis
Acoustic event detection
Environmental sound classification
Machine sound and abnormal sound analysis
Music analysis
Rhythm, beat, and melody analysis
AI music generation
Custom sound generation
Integration with tinnitus-relief music generation
Robot and kiosk guidance sound generation
Audio data dashboard development
Integrate external-service APIs

Key Features

1. Audio Data Collection and Preprocessing

BoryAudio Solution collects microphone input, recorded files, video files, streaming audio, and sensor-based audio data and preprocesses them into analyzable formats.

An audio processing structure tailored to the customer environment can be built, including sampling, volume normalization, noise reduction, segment splitting, silence removal, channel separation, and file conversion.

2. Acoustic Event Detection

An acoustic event detection function can be built to identify whether a specific sound has occurred.

For example, alarms, impacts, abnormal machine sounds, suspected fall sounds, breakage sounds, screams, notification sounds, and specific equipment operating sounds can be analyzed according to the customer's site criteria.

Detected events can be integrated with dashboards, alerts, reports, and monitoring systems.

3. Environmental Sound Classification

The types of ambient sounds in audio data can be classified.

They can be classified as store noise, road noise, indoor noise, machine operating sounds, human conversation, music, alarms, and everyday noise, and used to analyze spatial conditions or service environments.

4. Machine Sound and Abnormal Sound Analysis

In industrial sites or equipment operating environments, changes in machine operating sounds can indicate abnormal conditions.

BoryAudio Solution can be extended to analyze motor sounds, vibration sounds, friction sounds, impacts, and repetitive operating sounds to detect sounds that differ from normal patterns.

It can be integrated with predictive maintenance, equipment inspection, process anomaly detection, and safety management systems.

5. Audio Quality Analysis

The quality of recorded files or real-time audio can be analyzed.

Noise levels, volume, dropouts, distortion, reverberation, recording quality, and signal stability can be checked and used as supplementary indicators to determine suitability for STT, music analysis, consultation records, and content production.

6. Music Analysis

Rhythm, beat, tempo, melody, pitch, sectional structure, and repetitive patterns can be analyzed in music data.

When integrated with BoryPlayScore Solution, it can be expanded into performance analysis, music education feedback, reference-performance comparison, and learner performance evaluation.

7. AI Music Generation

Music content tailored to a specific purpose can be generated by integrating Bory's AI composition technology.

The generation structure can be designed for customer objectives such as brand background music, service notification sounds, tinnitus-relief music, meditation music, educational music, music for robot companion content, and background music for video content.

8. Custom Sound Generation

In addition to music, the system can be built to generate or recommend short sound effects, guidance sounds, notification sounds, sonic logos, and effects for interactive content.

It can be integrated with BoryMediaWall, BoryKiosk, BoryGlass, YOYO, YAONG, and Songle services to enhance the user experience.

9. Integration with Tinnitus-Relief Music Generation

By integrating with BoryTinnitus Solution and Songle Tinnitus Service, it can be expanded into a tinnitus-relief music generation function that reflects EEG-based tinnitus analysis data and user feedback.

A structure can be created to provide personalized sound content based on the user's tinnitus condition, preferred sounds, listening feedback, and biosignal data.

10. Audio Analysis API Integration

BoryAudio Solution's analysis results and generation functions can be integrated through APIs with the customer's existing apps, web services, robots, kiosks, content platforms, monitoring systems, and healthcare services.

Customers can add audio analysis and generation functions while retaining their existing services.

Available Deployment Configurations

Basic Deployment Configuration

Audio input module
Audio preprocessing module
Audio file management function
Acoustic event detection module
Environmental sound classification module
Audio quality analysis module
Analysis Result Storage Module
Administrator Dashboard
Results Viewing Screen
API integration module

Extended Deployment Configuration

Real-time audio streaming analysis
Machine sound and abnormal sound detection
Noise analysis and statistics
Music analysis module
Rhythm, beat, and tempo analysis
AI music generation integration
Custom sound generation function
Integration with tinnitus-relief music generation
Robot and kiosk guidance sound generation
Alert and Warning System Integration
Audio report generation
User feedback management
Content management system
Cloud server deployment
On-premises server deployment
Integrate external-service APIs

Application Scenarios

AI music generation service

A purpose-specific AI music generation service can be built in integration with Songle.

It can be expanded to include brand music, video background music, educational music, meditation music, tinnitus-relief music, and music content for robot conversations.

Tinnitus-Relief Music Service

In integration with BoryTinnitus Solution, a personalized tinnitus-relief music service can be built that reflects the user's EEG data, tinnitus condition, preferred sounds, and listening feedback.

It can be configured together with music generation, masking-sound recommendations, pre- and post-listening feedback management, and analysis reports.

Music education and performance analysis service

By integrating with BoryPlayScore Solution, learner performance audio can be analyzed and feedback can be provided on rhythm, beat, tempo, and melody accuracy.

It can be applied to music academies, online music education, and instrument education platforms.

Abnormal sound detection at industrial sites

Machine sounds, impacts, friction sounds, alarms, and unusual noise can be detected in factories, equipment rooms, logistics centers, and equipment operating sites.

When integrated with BorySafe Guard Solution and BoryRMS Solution, it can be expanded into safety and equipment management systems that use sensor and audio data together.

Acoustic detection in hospitals and care environments

It can be used as a supplementary system to detect screams, suspected fall sounds, call signals, and unusual noise in hospitals, nursing facilities, and care spaces.

When integrated with BoryMed Solution, acoustic event detection can be added to video-based patient monitoring.

Kiosk and robot guidance sound generation

Customized guidance sounds, notification sounds, background music, and sounds for conversational content can be provided for BoryKiosk, YAONG, YOYO, guide robots, and care robots.

It can be used to design a voice and sound experience suited to the nature of the service.

Media wall and exhibition content sound

In integration with BoryMediaWall Solution, sound effects, background music, and interactive sound content that respond to visitor movement can be configured.

It can be used to increase immersion in exhibition halls, pop-up stores, promotional centers, and brand experience spaces.

Content audio quality management

A system can be built to analyze and improve the audio quality of educational videos, promotional videos, consultation recordings, lecture recordings, podcasts, and app content.

Noise, volume, dropouts, and quality degradation can be checked to improve content operation quality.

Expected Benefits

Improved utilization of audio data

Recorded files, environmental sounds, music, machine sounds, and content audio can be converted into AI analysis data and used in services and operations.

Early detection of acoustic events

Specific sounds or abnormal sounds can be detected automatically to support safety management, equipment management, care, and monitoring operations.

Development of customized music and sound services

AI music generation and sound generation technologies can be used to provide differentiated audio content tailored to customer services.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryAR Solution

bory.ai — Thu, 6 Aug 2026 10:38:17 +0900

BoryAR Solution | Bory AR Recognition & Tracking Solution |

An AR implementation solution that uses camera-based AR recognition, object tracking, and spatial recognition technologies to accurately display digital information over real-world spaces

BoryAR Solution is an AR recognition and tracking solution that recognizes images, objects, people, spaces, locations, and movements in camera, AR glasses, mobile device, and web-based AR environments, and aligns and displays digital content over the real-world view.

An AR service requires more than simply displaying 3D content on a screen. In real-world environments, the system must accurately recognize what the camera is viewing, where the user is located, which object the user is looking at, where content should be anchored, and how that content should follow movement.

BoryAR Solution implements image recognition, object recognition, spatial recognition, camera pose estimation, object tracking, user movement analysis, AR content display, and digital twin integration according to the customer's environment.

It can be applied to industrial safety, AR glasses guidance, interactive exhibition content, education and training, remote support, equipment inspection, media walls, kiosks, hospital and public guidance, product experience content, and more.

[Inquire About Solution Deployment][Consultation on AR Recognition & Tracking Implementation][PoC Development Inquiry][Request a Proposal]

Customer Challenges

AR content loses practical value when it does not align accurately with the real-world space

The most important aspect of an AR service is ensuring that digital content naturally aligns with the real-world environment.

If content shakes, drifts out of position, or fails to follow the user as they move, confidence in the service declines.

BoryAR Solution uses camera-based spatial recognition and tracking technologies so that AR content can be displayed stably over real objects or spaces.

Recognition targets and spatial structures differ by site

Factories, exhibition halls, hospitals, stores, training facilities, public facilities, and laboratories all differ in spatial structure, lighting, camera placement, and recognition targets.

BoryAR Solution designs recognition targets, tracking methods, AR content positions, user interfaces, and server integration architectures to suit each customer site.

AR glasses and mobile AR are used in different ways

AR glasses are suitable for viewing information while keeping both hands free, while mobile AR is suitable for experiencing products or spaces through a smartphone camera.

BoryAR Solution implements AR recognition and tracking functions for the customer's device environment, including AR glasses, smartphones, tablets, web-based AR, kiosks, and media walls.

Existing video recognition technology must be connected with AR display technology

Recognizing an object and displaying AR content are two different technologies.

BoryAR Solution integrates with BoryVision, BoryTrack, and BoryXR Platform to connect video recognition results with AR content display, spatial coordinates, digital twins, and guidance screens.

Industrial and educational sites need real-time guidance

In equipment inspection, safety education, worker guidance, training content, and remote support environments, accurate guidance must be displayed over the object the user is viewing.

BoryAR Solution can be extended to recognize equipment, spaces, and work locations viewed by the user and display the required instructions, warnings, procedures, and 3D content at those locations.

Solution Overview

BoryAR Solution is an AR recognition and tracking implementation solution that connects the real world with digital content.

Key features include the following.

Image-Based AR Recognition
Marker-Based AR Recognition
Markerless AR Recognition
Object Recognition and Object Tracking
Spatial Recognition and Plane Detection
Camera Pose Estimation
User Viewpoint Tracking
AR Content Position Alignment
3D Object Display
Display of Equipment, Product, and Spatial Guidance Content
AR Glasses UI Integration
Mobile AR App Integration
Web AR Content Integration
Digital Twin Monitoring Integration
Industrial Safety AR Warning Integration
External System API Integration

Key Features

1. Image-Based AR Recognition

BoryAR Solution can recognize specific images, posters, signs, product labels, equipment markings, QR codes, and marker images to display AR content.

In exhibition halls, trade shows, product promotions, educational content, and guidance systems, it can be used to display 3D models, explanatory videos, animations, and guidance text when a specified image is recognized.

2. Marker-Based AR Recognition

Marker-based AR aligns content positions reliably using designated markers or patterns as references.

It is suitable for environments where content must be displayed at predefined locations, such as equipment inspection, educational practice, industrial training, product explanations, and museum or exhibition guidance.

3. Markerless AR Recognition

AR content can be displayed based on spaces, planes, objects, and feature points recognized by the camera without a separate marker.

When a user points a smartphone or AR glasses at the surrounding environment, digital content can be placed on floors, walls, desks, or around equipment.

4. Object Recognition and Tracking

BoryAR Solution can recognize objects in camera video and track their position and movement.

It can recognize products, equipment, facilities, work tools, people, hands, body parts, exhibition objects, and more, and display explanations, warnings, guidance, and animations over them.

5. Spatial Recognition and Plane Detection

It can recognize floors, walls, tables, equipment layouts, hazardous zones, and guidance zones in the real world and place AR content within the space.

It can be used for exhibition guidance, industrial work instructions, education and training content, digital twin visualization, indoor navigation, and more.

6. Camera Pose Estimation

To align AR content with the real world, the camera's position and orientation must be estimated.

BoryAR Solution tracks the camera's viewing direction and movement so that AR content can be displayed according to the user's viewpoint.

7. AR Content Position Alignment

Based on recognized images, objects, and spatial coordinates, 2D instructions, 3D models, icons, warning messages, animations, and button UIs can be displayed at precise positions.

Content position, size, orientation, and display conditions can be adjusted to suit the purpose of the customer's service.

8. AR Glasses UI Integration

BoryAR Solution can be implemented to display work instructions, captions, warnings, equipment information, safety messages, and remote support guidance on AR glasses.

When integrated with BoryGlass Solution and BorySafe Guard Solution, it can be extended into hearing assistance, industrial safety, and worker guidance services.

9. Digital Twin Integration

AR spatial recognition results can be integrated with a digital twin system to connect the actual site with a virtual monitoring screen.

Events occurring on site can be displayed on the digital twin screen, or hazardous zones configured in the digital twin and AR warnings can be shown on field devices.

10. External System API Integration

BoryAR Solution can integrate via API with customer applications, web services, monitoring systems, education platforms, equipment management systems, and safety management systems.

AR recognition results, object positions, event information, content display status, and user interaction data can be sent to external systems, while data from external systems can be displayed as AR content.

Available Deployment Configurations

Basic Deployment Configuration

Camera Input Module
Image Recognition Module
Marker Recognition Module
Object Recognition Module
Object Tracking Module
Spatial Recognition Module
AR Content Display Module
Content Management Functions
User Screen
Administrator Screen
API integration module

Extended Deployment Configuration

AR glasses integration
Mobile AR App Integration
Web AR Content Integration
3D Model Display Function
Equipment Guidance Content Management
Industrial Safety Warning Content Management
Digital Twin Monitoring Integration
Indoor Location-Based AR Guidance
Hand Gesture Recognition Integration
Gaze Direction Analysis Integration
Speech Recognition and Caption Integration
Remote Support Function
Multi-User AR Synchronization
On-premises server deployment
Cloud server deployment
Integrate Customer System APIs

Application Scenarios

Industrial AR Work Guidance

When a worker views equipment through AR glasses or a tablet, work procedures, inspection items, precautions, and hazard warnings can be displayed on the screen.

When integrated with BorySafe Guard Solution, it can be extended to display hazardous-zone access, missing protective equipment, and risky situations around facilities as AR warnings.

Equipment Inspection and Remote Support

When equipment or machinery is recognized, its manual, inspection procedures, error codes, component locations, and replacement methods can be displayed in AR.

It can be extended into a remote support service in which a remote expert views the field screen, provides guidance, and communicates guidance points through AR indicators.

AR Content for Exhibition Halls and Promotional Venues

When a product or poster is recognized in an exhibition hall, trade show, promotional venue, or brand pop-up, 3D content, explanatory videos, animations, and interactive effects can be displayed.

When integrated with BoryMediaWall Solution, it can be extended into an experiential exhibition that combines visitor movement with AR content.

AR Content for Education and Training

At training centers, practice rooms, safety training facilities, and vocational institutions, learners can point a device at equipment or teaching aids to receive step-by-step explanations, practice guidance, precautions, quizzes, and feedback.

By presenting complex procedures visually, it can improve learning engagement and comprehension.

AR Glasses Hearing Assistance and Accessibility Service

When integrated with BoryGlass Solution, conversation captions, guidance text, surrounding information, and public guidance content can be displayed on AR glasses.

It can be extended into an accessibility service that helps people who are deaf or hard of hearing and older adults access information more easily.

AR Guidance for Hospitals and Public Institutions

In hospitals, public institutions, welfare facilities, and large facilities, the system can recognize signs, locations, service counters, examination rooms, and civil service desks to provide navigation or procedural guidance.

Complex facility-use procedures can be simplified through AR guidance screens.

Experiential AR Product Marketing

Product packages, catalogs, promotional materials, and store displays can be recognized to show product descriptions, usage instructions, 3D models, and promotional content.

It can be used as marketing content that allows customers to experience products directly.

Expected Benefits

Connecting Real-World Spaces with Digital Information

By displaying digital information over actual objects and spaces recognized by the camera, users can intuitively access the information they need.

Improved Efficiency in Work, Education, and Guidance

Instead of providing complex explanations only through text or manuals, visual guidance can be overlaid on the actual target to improve understanding.

Enhanced Industrial Safety and On-Site Responsiveness

Displaying hazardous zones, equipment, worker conditions, and safety procedures in AR enables workers to identify risk information immediately on site.

Greater Immersion in Exhibitions and Marketing

Connecting static exhibits or product promotional materials with AR content can increase visitor participation and experiential impact.

Upgrading Existing Systems

AR recognition and tracking functions can be added to existing applications, web services, monitoring systems, education platforms, and equipment management systems.

Scalability Across Bory Solutions

BoryAR Solution can connect with BoryGlass, BorySafe Guard, BoryMediaWall, BoryKiosk, BoryVision, BoryTrack, and BoryXR Platform, serving as a core technology for a wide range of AR and XR services.

Deployment Process

1. Requirements Review

We identify the customer's AR service goals, target users, devices, recognition targets, content types, and systems to be integrated.

2. Site and Device Environment Analysis

We analyze camera performance, lighting, spatial structure, networks, AR glasses models, mobile devices, and content display environments.

3. Recognition Target Definition

We define the recognition targets, such as images, markers, objects, spaces, equipment, people, hand gestures, and hazardous zones.

4. AR Content Architecture Design

We design the 2D instructions, 3D models, animations, warning messages, button UIs, video content, and interaction methods to be displayed.

5. PoC Implementation

AR recognition, tracking stability, content display, and user interaction are validated using selected recognition targets or a specific space.

6. Full Implementation

AR recognition modules, content management, user screens, administrator screens, servers, and API integration architecture are implemented for the customer's environment.

7. Operational Verification and Enhancement

Based on actual field usage data, recognition accuracy, tracking stability, content display positions, screen readability, and user feedback are improved.

What You Can Do with BoryAR Solution

AR Recognition and Tracking System Implementation
Image-Based AR Recognition
Marker-Based AR Recognition
Markerless AR Recognition
Object Recognition and Object Tracking
Spatial Recognition and Plane Detection
Camera Pose Estimation
AR Content Position Alignment
AR Display of 3D Models
AR Glasses Screen Integration
Mobile AR App Development
Web AR Content Development
Industrial AR Work Guidance
AR Safety Warning Integration
AR Equipment Inspection Guidance
AR Content Development for Exhibition Halls and Promotional Venues
AR Content Development for Education and Training
Digital Twin Monitoring Integration
Remote Support AR Function Implementation
External System API Integration

Implementation Inquiries

BoryAR Solution can be proposed as a PoC, mobile AR implementation, AR glasses integration, industrial AR guidance, exhibition AR content, education and training AR, or digital twin integration according to the customer's AR service goals, devices, recognition targets, content types, site environment, and existing system integration requirements.

Inquiry About AR Recognition & Tracking Solution Implementation
Inquiry About AR Glasses Content Development
Inquiry About Mobile AR App Development
Inquiry About Marker-Based AR Content Development
Inquiry About Object Recognition AR Development
Inquiry About Industrial AR Work Guidance Implementation
Inquiry About AR Safety Warning Integration
Inquiry About AR Content for Exhibition Halls and Promotional Venues
Inquiry About AR Content Development for Education and Training
Inquiry About Digital Twin AR Integration
Request a PoC Proposal

Important Information

BoryAR Solution is an AR implementation solution that uses camera-based recognition and tracking to display digital content over real-world spaces.

This solution assists users with work, education, guidance, experiences, and monitoring, and does not guarantee perfect recognition of every space and object at all times or identical AR alignment performance in every environment.

AR recognition and tracking performance may vary depending on camera performance, lighting, object shape, surface texture, marker condition, spatial structure, user movement, network environment, and device performance.

If facial, body, location, gaze, or behavioral information is stored or analyzed, prior consultation is required regarding personal data protection, video information processing device operation standards, on-site notices, consent procedures, and internal security policies.

When applied to industrial safety guidance, AR warnings are supplemental information that supports worker judgment and the site's safety management system and must not be presented as replacing legally required safety equipment or the judgment of safety managers.

Before implementation, the intended use, recognition targets, AR devices, camera placement, content display method, data storage scope, personal data processing standards, and systems to be integrated must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryTrack Solution

bory.ai — Thu, 6 Aug 2026 10:36:54 +0900

BoryTrack Solution | Bory Spatial Recognition and Object Tracking Solution |

A spatial tracking solution that uses cameras and AI analytics to recognize the positions, movement paths, dwell times, and zone access of people and objects

BoryTrack Solution combines cameras, CCTV, edge AI devices, servers, spatial coordinate transformation, object recognition, object tracking, zone configuration, and event analytics to analyze the location, movement, dwell, access, and exit flows of people and objects.

In industrial sites, logistics centers, hospitals, unmanned stores, exhibition halls, public facilities, smart buildings, and research facilities, it is often necessary to identify where people or objects are, where they move, how long they remain in a specific area, and whether they have entered a hazardous or designated area.

Conventional CCTV systems often only display or store video, whereas BoryTrack Solution recognizes people and objects in video, analyzes their positions and movement flows in spatial terms, and integrates the results with the customer’s monitoring system, dashboard, alert system, digital twin, kiosk, and AR service.

BoryTrack Solution is based on the video recognition technology of BoryVision Solution, but goes beyond simple object detection to continuously track positions and movement flows within a space and convert them into eventsas its primary focus.

[Inquire About Solution Deployment][Consultation on Spatial Recognition and Object Tracking Implementation][PoC Development Inquiry][Request a Proposal]

Customer Challenges

There are many CCTV cameras, but it is difficult to view spatial flows as data

CCTV cameras and other cameras are installed at sites, but operators often still have to review the video manually.

It is difficult to verify as data who entered which area, how long they stayed, which route they took, or where an object disappeared.

BoryTrack Solution analyzes the location, movement, and dwell information of people and objects in video and converts spatial flows into data.

It is difficult to automatically detect access to and departure from specific areas

It is often necessary to determine whether a person has approached a specific space, such as a hazardous area, restricted area, equipment perimeter, bedside area, store shelf, kiosk front, or exhibition experience zone.

BoryTrack Solution is configured to detect access, entry, dwell, exit, and intrusion events based on zones defined by the customer.

It is difficult to connect information from multiple cameras into one view

Large or complex sites usually have multiple cameras installed.

However, when each camera feed is isolated, it is difficult to understand movement flows across the entire space.

BoryTrack Solution supports integrated monitoring of object movement across multiple spaces through multi-camera analytics, zone-based tracking, and dashboard integration.

It is difficult to connect object locations to monitoring systems or digital twins

Object recognition alone is not enough. In actual operations, object locations and events must be connected to dashboards, maps, digital twins, monitoring screens, and alert systems.

BoryTrack Solution provides object locations, movement paths, zone events, dwell times, and alert information through APIs and dashboards for integration with the customer’s existing systems.

Spatial layouts and analysis criteria differ by site

Factories, hospitals, stores, logistics centers, exhibition halls, and public facilities all have different spatial layouts and analysis objectives.

BoryTrack Solution designs the spatial recognition architecture according to the customer site’s floor plans, camera positions, zones of interest, hazardous zones, object types, and event criteria.

Solution Overview

BoryTrack Solution is an implementation-based AI solution that combines video-based object recognition with spatial tracking to manage on-site movement as data.

Key features include the following.

People and object recognition
Object location tracking
Movement path analysis
Zone entry and exit detection
Dwell-Time Analysis
Hazardous-area access detection
Zone-of-interest response analysis
Multi-camera object tracking
Spatial coordinate transformation
Object movement heatmap generation
Crowding and density analysis
Event Notification Integration
Administrator Dashboard Development
Digital twin monitoring integration
External System API Integration

Key Features

1. People and Object Recognition

BoryTrack Solution is configured to recognize the objects the customer requires in camera video, including people, vehicles, equipment, logistics items, products, and work tools.

Analysis targets can be configured according to the purpose of the site.

For example, it can analyze workers and equipment at industrial sites, customers and product areas in unmanned stores, patients and people around beds in hospitals, and workers and moving objects in logistics centers.

2. Object Location Tracking

The system tracks where a recognized object is in the video, the direction in which it is moving, and whether it has entered a specific zone.

Object location information can be converted and used as screen coordinates, zone-based positions, spatial coordinates, or event data.

3. Movement Path Analysis

The system can analyze the paths taken by people or objects.

It can be used to identify movement from an entrance to a specific zone, routes approaching hazardous areas, customer paths within a store, logistics-item movement, and worker movement flows.

4. Zone Configuration and Entry/Exit Detection

Zones of interest, hazardous zones, restricted zones, waiting zones, work zones, experience zones, shelf areas, and areas in front of kiosks can be configured for the customer’s site.

When an object enters or exits a zone, the event can be recorded and displayed on an administrator screen or alert system.

5. Dwell Time Analysis

The system can analyze how long an object remains in a specific zone.

It can be used for product interest analysis in stores, hazardous-zone dwell detection at industrial sites, bedside dwell analysis in hospitals, and experience-zone response analysis in exhibition halls.

6. Object Movement Heatmap

A heatmap can be generated from object movement and dwell data within a space.

Areas where people gather, sections with concentrated movement, zones with long dwell times, and zones with low access can be reviewed visually.

7. Multi-Camera Tracking

In large or complex sites, multiple cameras can be used to analyze object flows by zone.

Events from each camera can be reviewed on an integrated dashboard, with movement flows connected across spaces.

8. Spatial Coordinate Transformation

Video coordinates can be mapped to zones, floor plans, and digital twin screens based on the actual physical space.

This connects object locations in camera footage to the real spatial layout so they can be understood more intuitively on monitoring screens.

9. Crowding and Density Analysis

The system can analyze how many people are gathered in a specific zone, whether density is increasing, and whether queues are becoming longer.

It can support crowd management and safety monitoring in public facilities, exhibition halls, hospitals, stores, logistics centers, factories, and other sites.

10. Event API Integration

Analysis results from BoryTrack Solution can be integrated with external systems through APIs.

Object locations, zone entry and exit, dwell times, hazardous access, crowding, and tracking results can be connected to the customer’s monitoring system, alert system, digital twin, kiosk, app, and web service.

Available Deployment Configurations

Basic Deployment Configuration

Camera or CCTV integration
Video capture module
People and object recognition module
Object tracking module
Zone configuration function
Entry and exit event detection
Dwell-Time Analysis
Administrator Dashboard
Event logging function
API integration module

Extended Deployment Configuration

RTSP Camera Integration
Integrated multi-camera analytics
Edge AI Device Integration
RDK X5 Board or Industrial PC Integration
Spatial coordinate transformation function
Floor-plan-based location display
Digital twin monitoring integration
Movement path heatmap
Crowding and density analysis
Hazardous-area access alerts
Movement history management by object
On-site alert device integration
Video Clip Storage
Automated Report Generation
On-premises server deployment
Cloud server deployment
Integrate Customer System APIs

Application Scenarios

Industrial Worker and Equipment Tracking

The locations and movement flows of workers, equipment, and moving objects can be analyzed in factories, smart factories, and logistics centers.

When integrated with BorySafe Guard Solution, it can be expanded to hazardous-zone access, missing protective equipment, abnormal worker behavior, and digital twin monitoring.

Customer Path Analysis in Unmanned Stores

Customer movement paths, dwell times, zones of interest, and exit flows can be analyzed in unmanned stores, smart shops, and pop-up stores.

When integrated with BoryStoreTrack Solution, it can be expanded to store operations, product placement, kiosk order conversion, and advertising response analysis.

Movement Analysis Around Hospital Beds

The positions and movements of patients, guardians, caregivers, and medical staff around beds can be analyzed in hospitals and care facilities.

When integrated with BoryMed Solution, it can be expanded to fall risk, pressure-ulcer risk, bed exit, and infection-risk behavior analysis.

Visitor Tracking for Exhibition Halls and Media Walls

Visitor locations and movements can be analyzed in exhibition halls, promotional halls, experience centers, and branded pop-up spaces.

When integrated with BoryMediaWall Solution, it can be expanded to interactive content, photo walls, and experiential media walls that respond to visitor movement.

Crowding Analysis in Public Facilities

Visitor density, queues, and movement flows can be analyzed in libraries, museums, sports facilities, government buildings, transportation facilities, and other public spaces.

Crowded zones can be identified and connected to information displays or management systems to improve operational efficiency.

Logistics and Warehouse Object Movement Management

The flow of moving objects such as people, transport equipment, boxes, carts, and pallets can be analyzed in logistics centers and warehouses.

It can be used to analyze route bottlenecks, hazardous access, equipment movement flows, and worker locations.

User Tracking in Front of Kiosks

Customer approach, stopping, waiting, and exit flows in front of kiosks can be analyzed.

When integrated with BoryKiosk Solution, it can be expanded to screen transitions when a customer approaches, waiting-time analysis, identification of order-abandonment points, and accessibility UI assistance.

Expected Benefits

Conversion of Spatial Flows into Data

Location, movement, dwell, and exit flows of people and objects can be extracted from camera video to obtain spatial operation data.

Enhanced Management of Hazardous Zones and Zones of Interest

Access and dwell events for hazardous zones, zones of interest, waiting zones, work zones, and other defined areas can be recorded automatically.

Improved Utilization of Existing CCTV

Existing CCTV can be upgraded from simple recording equipment into AI data collection devices for spatial recognition and object tracking.

Support for Operational Improvement and Safety Management

Movement paths, crowding, dwell times, and access events can be analyzed to improve store operations, facility management, industrial safety, patient safety, and exhibition operations.

Digital twin monitoring integration

Connecting object locations and events to a digital twin screen makes on-site conditions easier to understand intuitively.

Use as a Core Technology for Various Bory Solutions

BoryTrack Solution can serve as the core spatial recognition technology connected to BorySafe Guard, BoryStoreTrack, BoryMed, BoryMediaWall, BoryKiosk, and BoryVision Solution.

Deployment Process

1. Requirements Review

The customer’s space type, analysis objectives, camera inventory, tracking targets, zone configuration criteria, and integration systems are reviewed.

2. On-Site Spatial Analysis

Floor plans, camera positions, lighting, object sizes, movement routes, occlusion, zones of interest, and hazardous zones are analyzed.

3. Define Analysis Items

Required analysis items such as object recognition, location tracking, movement paths, dwell times, zone entry and exit, crowding, and heatmaps are defined.

4. PoC Development

Object recognition, tracking, zone events, and dashboard display feasibility are validated using a selected space or a subset of cameras.

5. Full Implementation

Camera integration, AI analytics modules, zone configuration, dashboards, alerts, API integration, and server architecture are implemented for the customer’s environment.

6. System Integration

The solution is integrated with existing CCTV, VMS, monitoring systems, digital twins, kiosks, apps, web services, and alert systems.

7. Operational Verification and Enhancement

Tracking stability, zone criteria, dwell-time criteria, event criteria, and dashboard screens are improved based on actual operational data.

What BoryTrack Solution Can Deliver

Spatial recognition AI system implementation
People and object recognition
Object location tracking
Object movement path analysis
Zone entry and exit detection
Zone-of-interest dwell time analysis
Hazardous-area access detection
Multi-camera tracking
Object movement heatmap generation
Crowding and density analysis
Floor-plan-based location display
Digital twin monitoring integration
AI tracking integration with existing CCTV
RTSP Camera Integration
Edge-AI-based tracking system implementation
Server-based spatial analytics system implementation
Monitoring dashboard implementation
Event Notification System Integration
Object tracking API implementation

Implementation Inquiries

BoryTrack Solution can be proposed as a PoC, single-space implementation, multi-camera implementation, digital twin integration, edge AI implementation, or API integration depending on the customer’s spatial layout, camera environment, analysis targets, zone criteria, and monitoring-system integration requirements.

Inquiry about adopting a spatial recognition and object tracking solution
Inquiry about CCTV-based object tracking implementation
Inquiry about people movement path analysis
Inquiry about a zone entry and exit detection system
Inquiry about a hazardous-area access detection system
Inquiry About Customer Traffic and Dwell-Time Analytics
Inquiry about digital twin monitoring integration
Inquiry about multi-camera tracking implementation
Inquiry about object tracking API development
Request a PoC Proposal

Important Information

BoryTrack Solution is an AI-based spatial recognition solution that uses cameras and AI analytics to analyze the positions, movement, dwell, and access events of people and objects within a space.

This solution assists spatial operations, safety management, customer path analysis, and monitoring work, and does not guarantee perfect tracking of every object or automatic judgment of every situation.

Tracking results may vary depending on camera position, lighting, resolution, object occlusion, human density, movement speed, shooting angle, network environment, and the size and shape of the analysis target.

When people’s faces, bodies, locations, movement paths, or dwell information are stored or analyzed, prior consultation is required regarding personal information protection, video surveillance device operating standards, on-site notices, consent procedures, and internal security policies.

By default, BoryTrack Solution is designed for de-identified tracking that analyzes object flows and events within a space rather than identifying individuals. Separate legal and security reviews are required when personal identification or access authentication is needed.

Before adoption, the analysis objectives, camera positions, spatial layout, data retention scope, personal information processing standards, integration systems, and operating criteria must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryVoice Solution

bory.ai — Thu, 6 Aug 2026 10:35:49 +0900

BoryVoice Solution | Bory Speech Recognition and Lip-Reading STT Solution |

An AI STT solution that analyzes speech and lip-movement video together to convert conversations into text and extend them to real-time captions, consultation records, and accessibility services

BoryVoice Solution is a speech recognition and lip-reading STT solution that implements speech recognition, lip-reading AI, real-time STT, caption generation, conversation recording, and audio-video speech analysis functions tailored to the customer’s service environment.

In everyday conversations, public service consultations, hospital reception, meetings, lectures, kiosk ordering, AR glasses captions, and customer center consultations, it is important to convert speech into text accurately. However, in real-world environments, speech recognition alone is often insufficient due to background noise, speaker distance, mask wearing, differences in pronunciation, multiple people speaking at the same time, and poor audio input quality.

BoryVoice Solution uses both audio information and lip-movement video to convert conversations into text and can integrate the results with real-time captions, consultation records, conversation summaries, accessible displays, AR glasses, kiosk guidance, and chatbot or consultation systems.

This AI speech and lip-reading STT solution can be applied to public institutions, hospitals, welfare organizations, educational institutions, corporate customer centers, AR glasses services, kiosks, robots, video platforms, hearing-assistance services, and barrier-free consultation systems.

[Inquire About Solution Deployment]

[Consultation on Building Speech Recognition and Lip-Reading STT]

[PoC Development Inquiry]

[Request a Proposal]

Customer Challenges

Speech recognition alone cannot reliably process on-site conversations

In actual service counters, stores, hospitals, public institutions, classrooms, and meeting rooms, speech recognition results can fluctuate because of noise, distance, speaking habits, microphone quality, and other people’s voices.

BoryVoice Solution supports caption generation and STT quality by using a structure that combines audio information with lip-movement video.

Real-time captions are needed for people who are deaf or hard of hearing

People who are deaf or hard of hearing, as well as older adults, may have difficulty hearing face-to-face consultations or spoken guidance.

BoryVoice Solution converts conversations into text in real time and displays them on caption monitors, AR glasses, smartphones, tablets, or web screens to improve hearing accessibility.

It is difficult to record and manage consultation content

Public service consultations, hospital reception, customer centers, educational consultations, and product consultations require the content to be recorded, summarized, and managed for follow-up actions.

BoryVoice Solution converts audio- and video-based conversations into text and integrates them with consultation records, summaries, search, reports, and agent review workflows.

Kiosks and robots need natural voice interfaces

Touchscreens alone may not be convenient for every kiosk or robot user.

BoryVoice Solution can connect voice commands, voice ordering, spoken guidance, and conversational interfaces so customers can place orders or receive guidance by speaking.

Speech in video needs to be captioned

Lecture videos, consultation videos, guidance videos, educational content, and meeting videos are easier to use for search, summarization, accessibility support, and learning assistance when captions are available.

BoryVoice Solution uses speech and lip-movement information in video and can be extended to video caption generation, conversation recording, speech-segment analysis, and summarization.

Solution Overview

BoryVoice Solution is an implementation-oriented STT solution that converts audio- and video-based conversations into text and integrates the results with various services.

Key features include the following.

Speech Recognition-Based STT
Provide lip-reading-AI-based caption assistance
Audio-and-Lip Combined STT
Real-Time Conversation Caption Generation
Video File-Based Caption Generation
Consultation Content Transcription
Conversation Record Storage
Speaker Diarization Integration
Keyword Extraction
Conversation Summarization Integration
Easy-to-Understand Sentence Conversion Integration
AR Glasses Caption Display Integration
Kiosk Voice Ordering Integration
Chatbot and Consultation System Integration
Administrator Dashboard Development
External Service API Integration

Key Features

1. Speech Recognition-Based STT

BoryVoice Solution implements STT functionality that converts speech captured through a microphone into text.

Various types of audio data, including consultations, meetings, lectures, guidance, orders, and customer service interactions, can be transcribed in real time or from files.

2. Lip-Reading AI-Based Caption Assistance

When speech alone is difficult to recognize, lip-movement video information can be used as supplementary input.

The solution can be extended into a lip-reading STT structure that analyzes an agent’s lip movements, the speaker’s facial area, and speech segments to supplement speech recognition results.

3. Audio-and-Lip Combined STT

BoryVoice Solution can be configured as an audio-visual STT structure that uses both audio and video data.

It can be used as a caption assistance function in environments where speech recognition quality decreases because of heavy noise, unclear pronunciation, mask wearing, distance, or similar issues.

4. Real-Time Caption Generation

Real-time captions can be generated during consultations, meetings, lectures, public service guidance, hospital reception, and kiosk interactions.

Captions can be displayed on monitors, web screens, mobile screens, AR glasses, or kiosk screens, with text size, position, display speed, and high-contrast mode adjusted for the usage environment.

5. Video Caption Generation

Speech can be extracted from recorded video files or live video streams to generate captions.

It can be used for educational videos, consultation videos, meeting videos, guidance videos, promotional videos, and accessible content production.

6. Consultation Record Automation

Customer consultations or public service consultations can be converted into text and stored as consultation histories.

Agents can review and edit AI-generated records and then use them for internal records, consultation summaries, follow-up actions, and customer guidance materials.

7. Speaker Diarization Integration

Speaker diarization can be integrated when multiple people are conversing.

By distinguishing who said what in meetings, consultations, education, and customer service, the usefulness of conversation records and summaries can be improved.

8. Conversation Summarization and Keyword Extraction Integration

BoryVoice Solution can connect STT results with BoryTalk Solution or BORY Sense Solution and extend them to conversation summarization, key keyword extraction, and follow-up action organization.

Long consultations or meetings can be organized around key sentences, major questions, answers, decisions, and requests.

9. Kiosk Voice Ordering Integration

By integrating with BoryKiosk Solution, customers can search for menu items and place orders by voice.

For example, utterances such as “One Americano,” “Make it iced,” “Use my points,” or “I’ll pay now” can be connected to the ordering flow.

10. AR Glasses Caption Integration

When integrated with BoryGlass Solution, conversations can be displayed as real-time captions on AR glasses.

Users can view captions while looking at the other person, enabling hearing assistance and conversational accessibility services.

Available Deployment Configurations

Basic Deployment Configuration

Audio Input Module
STT Conversion Module
Real-Time Caption Generation Module
Caption Display Screen
Conversation Record Storage Module
Administrator Screen
Results Viewing Screen
API Integration Module

Extended Deployment Configuration

Lip-Reading AI Analysis Module
Audio-and-Lip Combined STT Module
Video File Caption Generation Function
Live Video Streaming Integration
Speaker Diarization Function
Keyword Extraction Function
Conversation Summarization Function
Plain-language conversion function
AR Glasses Caption Display Integration
Kiosk Voice Ordering Integration
Consultation System Integration
Customer Center System Integration
Robot Conversation Engine Integration
Cloud server deployment
On-premises server deployment
Deployment on the Institution's Internal Network
Customer Service API Integration

Application Scenarios

Public Institution Consultation Captions

Real-time captions for staff speech can be provided at public institutions, local governments, community service centers, and administrative welfare centers.

When integrated with BoryGlass Gov Solution, it can be implemented as a barrier-free AI public service consultation system for people who are deaf or hard of hearing.

Hospital Reception and Consultation STT

At hospital administration offices, reception counters, and examination guidance counters, reception procedures, examination guidance, payment guidance, and medical service information can be provided as text.

In hospital environments with many older adults and people who are hard of hearing, viewing consultation content on screen can help reduce communication errors.

AR Glasses Hearing-Assistance Captions

In conjunction with BoryGlass, everyday conversations, meetings, lectures, and consultations can be displayed as captions on AR glasses.

It can be used to improve conversational accessibility for people who are deaf or hard of hearing and older users.

Kiosk Voice Ordering

At restaurants, cafés, unmanned stores, hospitals, and public institution kiosks, customers can select menu items or receive guidance by voice.

When linked with BoryKiosk Solution, a barrier-free kiosk environment combining voice ordering, caption guidance, and an easy-to-use UI can be implemented.

Meeting and Lecture Captions

Speech can be converted into captions in meeting rooms, classrooms, seminars, and online education environments.

It can be used for meeting minutes, lecture captions, learning assistance, and stronger hearing accessibility.

Customer Center Consultation Records

In customer centers, call centers, online consultations, and video consultations, consultation content can be converted into text and summarized.

It can be used for consultation quality management, consultation history searches, complaint response, and training material production.

Video Content Captioning

Automatic captions can be generated for educational videos, promotional videos, guidance videos, consultation videos, and meeting videos.

When integrated with BORY Sense Solution, it can be extended beyond captions to summarization, plain-language explanations, and video understanding functions.

Robot Conversation Interface

Speech recognition functionality can be integrated with YAONG, YOYO, guide robots, care robots, and educational robots.

The system recognizes the user’s speech and connects it with the BoryTalk conversation engine so the robot can provide guidance, companionship, consultation, and educational conversations.

Expected Benefits

Improved Conversation Accessibility

By converting spoken conversations into text, the solution helps people who are deaf or hard of hearing, older adults, and foreign-language users understand information more easily.

Improved Consultation Efficiency

Automatically transcribing and summarizing consultations reduces the burden of manual record keeping and allows follow-up work to be handled more quickly.

Improved Kiosk and Robot Usability

Voice-based commands and guidance can be provided for users who have difficulty operating touchscreens or buttons.

Greater Use of Video Content

Converting speech in video into captions and text enables search, summarization, education, and accessible content production.

Enhancement of Existing Services

Speech recognition and lip-reading STT functions can be added to websites, apps, kiosks, AR glasses, consultation systems, customer centers, and robot services.

Connection with Bory Accessibility Solutions

BoryVoice Solution can connect with BoryGlass, BoryGlass Gov, BORY Sense, BoryKiosk, and BoryTalk and serve as the core voice and caption engine for barrier-free consultation, hearing assistance, and AI customer service.

Deployment Process

1. Requirements Review

The customer’s intended use, target users, audio input environment, availability of video input, caption display method, and systems to be integrated are reviewed.

2. Data Environment Analysis

Microphone quality, camera position, lighting, noise, speaker distance, spoken language, video quality, and network environment are analyzed.

3. Functional Design

Required functions are defined, including speech recognition, lip-reading assistance, real-time captions, video captions, consultation records, kiosk voice ordering, and AR glasses display.

4. PoC Implementation

For selected environments or speech data, STT quality, caption display, lip-reading assistance, screen integration, and API integration feasibility are verified.

5. Full Implementation

An STT server, lip-reading analysis module, caption screen, administrator screen, conversation records, and API integration functions are implemented for the customer’s environment.

6. Operational Verification and Enhancement

Recognition accuracy, caption quality, screen readability, summarization quality, and user feedback are reviewed and improved based on actual usage data.

What BoryVoice Solution Can Do

Build a Speech Recognition STT System
Provide lip-reading-AI-based caption assistance
Build an Audio-and-Lip Combined STT System
Real-Time Conversation Caption Generation
Generate Captions from Video Files
Consultation Content Transcription
Build a Meeting and Lecture Caption System
Integrate Public Institution Consultation Captions
Integrate Hospital Reception Counter Captions
AR Glasses Caption Display Integration
Kiosk Voice Ordering Integration
Integrate Robot Voice Conversation
Automate Customer Center Consultation Records
Integrate Conversation Summarization
Integrate Easy-to-Understand Sentence Conversion
Build an STT API
Build an On-Premises Speech Recognition System
Build a Cloud-Based Speech and Caption Service

Implementation Inquiry

Depending on the customer’s usage environment, audio and video data structure, caption display method, integrated systems, and security policy, BoryVoice Solution can be proposed as a PoC, STT API implementation, real-time caption system, kiosk voice ordering integration, AR glasses caption integration, or consultation record automation project.

Inquiry About Adopting the Speech Recognition and Lip-Reading STT Solution
Inquiry About Building a Real-Time Caption System
Lip-Reading AI PoC Inquiry
Inquiry About Building Public Institution Consultation Captions
Inquiry About a Hospital Reception Counter Caption System
AR Glasses Caption Integration Inquiry
Kiosk Voice Ordering Integration Inquiry
Inquiry About Building a Meeting and Lecture Caption System
Customer Center Consultation Record Automation Inquiry
STT API Development Inquiry
Request a Proposal

Important Information

BoryVoice Solution is an AI-based STT solution that uses speech and lip-movement video information to convert conversations into text and support captions, consultation records, and accessibility services.

This solution assists communication and information understanding and does not guarantee complete recognition of every spoken utterance or lip movement.

Speech recognition and lip-reading STT results may vary depending on background noise, lighting, camera position, microphone quality, speaker distance, speaking habits, mask wearing, obstruction of the mouth, video quality, and network conditions.

If consultation audio, video, captions, conversation records, or user information are stored or transmitted, prior consultation regarding privacy standards and data security policies is required.

For consultations requiring important judgments, such as medical, legal, financial, or public service matters, it is recommended that a responsible staff member review AI-generated STT results and summaries.

Before adoption, the intended use, audio and video collection methods, caption display method, data storage scope, personal information processing standards, and integrated systems must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryVision Solution

bory.ai — Thu, 6 Aug 2026 10:34:17 +0900

BoryVision Solution | Bory Video and Image AI Analysis Solution |

A video and image analysis solution that uses AI to analyze camera, CCTV, and image data and recognize objects, behaviors, conditions, and anomalies

BoryVision Solution is a video and image AI analysis solution that analyzes camera footage, CCTV video, image data, on-site captured data, inspection images, and user-captured images with AI, and builds capabilities such as object recognition, image classification, behavior analysis, anomaly detection, segmentation, tracking, OCR, dashboards, and API integration.

Companies and institutions collect videos and images across various sites, but manually reviewing every video or classifying images requires considerable time and cost. In industrial sites, hospitals, stores, research facilities, laboratories, and public facilities, there are also many cases where objects, behaviors, and changes in conditions within footage must be identified quickly.

BoryVision Solution connects with the customer's cameras, existing CCTV systems, imaging equipment, web and app services, servers, dashboards, and business systems to convert video and image data into actionable analytical information.

It can be applied across a wide range of fields, including industrial safety, hospital patient monitoring, unmanned-store customer analysis, media-wall interaction, specimen image assessment, kiosk user recognition, accessibility services, quality inspection, and facility monitoring.

[Inquire About Solution Deployment]

[Consultation on Building Video AI Analysis]

[PoC Development Inquiry]

[Request a Proposal]

Customer Challenges

There is abundant video and image data, but analysis still depends on manual work

CCTV footage, camera video, inspection images, and user-captured images are continuously generated at operational sites.

However, manually reviewing footage or classifying images takes considerable time, and judgment criteria may vary by staff member.

BoryVision Solution uses AI to analyze videos and images, reducing repetitive manual review and automatically extracting required events and analysis results.

Existing CCTV systems remain focused on recording and retrospective review

CCTV is installed at many sites, but it is generally used to review footage after an incident has occurred.

BoryVision Solution can enhance existing CCTV or RTSP camera environments by connecting them to an AI analysis system that automatically detects objects, people, behaviors, hazardous situations, and anomalies.

It is difficult to apply consistent image assessment criteria

In tasks that require condition assessment, such as specimen images, product images, quality-inspection images, and field-captured images, judgments may differ depending on the staff member's experience.

BoryVision Solution implements image analysis criteria through models and algorithms to improve consistency and provides results that staff can review.

It is difficult to connect video analysis results to business systems

Even with a video AI model, actual business deployment requires data storage, event management, notifications, dashboards, API integration, and reporting functions.

BoryVision Solution builds not only AI analysis modules but also the full analytical architecture connected to the customer's business systems.

Analysis targets and camera environments differ by site

Factories, hospitals, stores, laboratories, exhibition halls, and research labs all differ in camera position, lighting, object size, movement, video quality, and analysis objectives.

BoryVision Solution is configured for each customer site by adjusting analysis targets, data structures, AI models, dashboards, and notification criteria.

Solution Overview

BoryVision Solution is a deployable AI analysis solution that collects, analyzes, stores, and visualizes video and image data and integrates it with customer business systems.

Key features include the following.

Image Classification
Object Recognition
Object Detection
Person Recognition
Face Region Detection
Posture and Pose Analysis
Behavior Analysis
Abnormal Situation Detection
Object Tracking
Segmentation
OCR and Text Recognition
Quality Inspection Image Analysis
Multi-Camera Video Analysis
Edge AI Analysis
Server-Based Video Analysis
Administrator Dashboard Development
Event Notification Integration
External System API Integration

Key Features

1. Object Recognition and Detection

BoryVision Solution can be configured to recognize customer-specified objects in video or images, including people, vehicles, equipment, products, items, hazardous materials, signs, and work tools.

It can be applied according to site objectives—for example, recognizing workers and equipment in industrial sites, customers and product zones in stores, and patients and bedside conditions in hospitals.

2. Image Classification

Image data can be automatically classified according to defined criteria.

Classification models can be built around customer business criteria such as normal/abnormal, acceptable/unacceptable, good/caution/danger, product type, specimen condition, and quality grade.

3. Behavior and Condition Analysis

The movements of people or objects in video can be analyzed to determine behaviors and conditions.

The solution can be extended to analyze hazardous worker behavior, changes in patient posture, customer approach/stopping/departure, in-store dwell time, user movements, and abnormal situations around equipment.

4. Pose and Skeleton Analysis

By analyzing major joint locations and posture information, movement, posture, and behavior patterns can be identified.

It can be used for industrial safety, patient monitoring, rehabilitation, exercise analysis, education, interactive content, and AR services.

5. Object Tracking

The movement flow of objects or people in video can be tracked.

It can be used to analyze customer paths in unmanned stores, worker movement, access to hazardous zones, approaches to specific equipment, visitor movement, and dwell-flow patterns in exhibition spaces.

6. Region Segmentation

Specific regions in images or video can be separated and analyzed.

Regions can be separated and assessed according to the analysis target, including specimen areas, product areas, person areas, background areas, hazardous zones, bed areas, liquid layers, and defect regions.

7. OCR and Text Recognition

Text, labels, barcodes, numbers, signs, and notices in images or video can be recognized.

It can be used for specimen label verification, equipment number recognition, document image processing, product label analysis, field marker recognition, and integration with inspection data.

8. Anomaly Detection

Video or image conditions that differ from normal patterns can be detected as anomaly events.

Quality defects, hazardous behavior, abnormal movement, missing objects, intrusion, prolonged inactivity, boundary deviation, zone violations, and changes in color or shape can be detected according to customer-defined criteria.

9. Edge AI and Server Analysis Architecture

Depending on the customer environment, the solution can perform first-stage analysis on edge equipment near the cameras or centralized analysis on a central server.

Edge, server-based, or hybrid architectures can be proposed according to the site network, data security, latency, video storage policy, and number of cameras.

10. Dashboard and API Integration

AI analysis results can be connected to administrator dashboards, notification systems, reports, and customer business systems.

Customers can review results on screen or connect them to existing systems through APIs for use within established workflows.

Available Deployment Configurations

Basic Deployment Configuration

Video and Image Input Module
Camera or CCTV Integration Module
Image Preprocessing Module
Object Recognition Module
Image Classification Module
Event Generation Module
Analysis Result Storage Module
Administrator dashboard
Result Viewer
API Integration Module

Extended Deployment Configuration

RTSP Camera Integration
Multi-Camera Analysis
Edge AI Device Integration
RDK X5 Board or Industrial PC Integration
Object Tracking Function
Pose and Skeleton Analysis
Face Region and Gaze Direction Analysis
OCR and Barcode Recognition
Region Segmentation
Anomaly Detection
Alert and Warning System Integration
Automated Report Generation
Video Clip Storage
Event Statistics Dashboard
Integrate Customer System APIs
On-premises server deployment
Cloud server deployment

Application Scenarios

Industrial Safety Video Analysis

Workers, protective equipment, hazardous zones, and conditions around machinery can be analyzed in factories, logistics centers, and smart factories.

When connected with BorySafe Guard Solution, it can be extended to PPE detection, hazardous-zone access detection, abnormal worker behavior analysis, and digital-twin monitoring.

Hospital Patient Monitoring

It can be used in hospital rooms and care facilities to analyze patient location, posture, activity level, the likelihood of leaving the bed, fall risk, and pressure-ulcer risk.

When connected with BoryMed Solution, it can be built as an AI patient-safety monitoring system at the bed level.

Unmanned-Store Customer Behavior Analysis

Customer approach, movement, dwell time, and departure flows can be analyzed in unmanned stores, smart shops, pop-up stores, and showrooms.

When connected with BoryStoreTrack Solution, it can be extended to customer path analysis, areas of interest, waiting and abandonment in front of kiosks, and advertising-response analysis.

Specimen and Quality Image Assessment

It can be used as an image-based assessment system in clinical laboratories, research labs, and manufacturing quality-inspection sites.

When connected with BoryLabQC Solution, it can be extended to specimen image-based nonconformity assessment, label and barcode verification, and quality-management dashboard development.

Interactive Media Wall

Experiential content can be built in which on-screen graphics respond in real time by recognizing visitor faces, positions, and movements.

When connected with BoryMediaWall Solution, it can be used for interactive content in exhibitions, events, brand pop-ups, and promotional halls.

Kiosk User Recognition

Customer approach, stopping, departure, gaze direction, and screen-use status in front of a kiosk can be analyzed.

When connected with BoryKiosk Solution, it can be extended to kiosk usability improvement, order-abandonment analysis, and accessibility UI assistance.

Public and Facility Monitoring

It can be used as a monitoring system that analyzes people, vehicles, objects, and abnormal situations in public facilities, parking lots, entrances, information desks, and facility-management sites.

Monitoring efficiency can be improved by integrating with existing CCTV systems.

Expected Benefits

Automation of Video Review Tasks

AI performs first-stage analysis of videos and images that previously required manual review, reducing repetitive work.

Use of Existing Camera Assets

AI analysis capabilities can be added to existing CCTV systems or cameras, reducing the burden of purchasing new equipment.

Early Detection of On-Site Events

Hazardous situations, abnormal behavior, nonconforming images, customer departures, and abnormal conditions around equipment can be detected quickly and linked to notifications.

Consistent Business Criteria

Image assessment, quality inspection, behavior analysis, and event classification criteria can be systematized through AI models and dashboards to reduce variation among staff members.

Data-Driven Operational Improvement

By storing and analyzing results statistically, they can be used for site operations, safety management, quality management, store management, and service improvement.

Expandable to Various Industries

Video and image analysis technology can be applied across many fields, including industrial safety, healthcare, retail, education, public services, laboratories, exhibitions, and accessibility services.

Deployment Process

1. Requirements Review

The customer's analysis objectives, types of video and image data, camera configuration, target objects, assessment criteria, and connected systems are reviewed.

2. Data and Site Environment Analysis

Video quality, image resolution, lighting, camera position, shooting angle, object size, occlusion, and data volume are analyzed.

3. Define Analysis Items

Required analysis items are defined, including object recognition, image classification, behavior analysis, tracking, OCR, and anomaly detection.

4. Build a PoC

Using selected video or image data, the feasibility of AI analysis, assessment criteria, dashboard display, and API integration is validated.

5. Build the Model and System

AI analysis models, data-processing architecture, servers, edge devices, dashboards, and notification functions are built according to customer data and business criteria.

6. System Integration

The solution is integrated with existing CCTV, VMS, business systems, inspection systems, apps, web services, and monitoring dashboards.

7. Operational Verification and Enhancement

Based on actual operational data, analysis accuracy, event criteria, screen configuration, notification criteria, and report formats are improved.

What BoryVision Solution Can Deliver

Video and Image AI Analysis System Development
Object Recognition and Detection
Image Classification
Object Tracking
Behavior Analysis
Pose and Skeleton Analysis
Face Region and Gaze Direction Analysis
OCR and Text Recognition
Barcode and Label Recognition
Region Segmentation
Anomaly Detection
AI Analysis Integration with Existing CCTV
RTSP Camera Integration
Edge AI Analysis System Development
Server-Based Video Analysis System Development
Administrator Dashboard Development
Event Notification System Integration
Video Analysis API Development
Quality-Inspection Image Assessment System Development
Integration with Industrial Safety, Hospital, Unmanned-Store, Laboratory, and Public Monitoring Systems

Implementation Inquiry

BoryVision Solution can be proposed as a PoC, single-function implementation, multi-camera analysis, edge AI deployment, server analysis, or API integration, depending on the customer's video and image data, camera environment, analysis objectives, and business-system integration requirements.

Inquiry About Introducing a Video and Image AI Analysis Solution
Inquiry About Building a CCTV AI Analysis System
Inquiry About Object Recognition and Tracking Development
Inquiry About Image Classification and Quality-Inspection AI
Inquiry About OCR, Label, and Barcode Recognition
Inquiry About Behavior and Pose Analysis
Inquiry About Building Edge AI Video Analysis
Inquiry About Integration with an Existing Monitoring System
Inquiry About Video Analysis API Development
Request a PoC Proposal

Important Information

BoryVision Solution is an AI-based analysis solution that analyzes video and image data to recognize objects, behaviors, conditions, and events.

This solution is an analytical system that supports customer operations and does not guarantee perfect recognition of every video or image situation or automatic detection of every anomaly.

Analysis results may vary depending on video quality, image resolution, lighting, camera position, shooting angle, object occlusion, data volume, training conditions, and the site environment.

When personal video information such as faces, bodies, behavior, location, or movement paths is stored or analyzed, prior consultation is required regarding privacy protection, video-surveillance system operating standards, on-site notices, consent procedures, and internal security policies.

By default, face analysis is designed for non-identifying purposes such as analyzing face regions, position, direction, and screen response rather than identifying individuals. If personal identification is required, separate legal and security review is necessary.

Before deployment, the analysis objectives, data-collection methods, camera positions, storage scope, personal-information processing criteria, connected systems, and operating standards must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryTalk Solution

bory.ai — Thu, 6 Aug 2026 10:32:33 +0900

BoryTalk Solution | BORY AI Chatbot and Consultation Automation Solution

A conversational AI solution that deploys AI chatbot and consultation automation capabilities across websites, online stores, kiosks, robots, and consultation systems

BoryTalk Solution is an AI chatbot and consultation automation solution that builds AI chatbots, consultation automation, FAQ responses, customer inquiry handling, reservation and reception guidance, ordering and payment guidance, and administrator screens for companies, public institutions, hospitals, educational institutions, online stores, franchises, robots, kiosks, and web services.

Many companies and institutions receive recurring customer inquiries through websites, phone calls, KakaoTalk, bulletin boards, email, and on-site service counters. Questions about operating hours, prices, product descriptions, reservation methods, directions, required documents, shipping, refunds, and civil services are repeated frequently, and having staff respond manually each time increases both time and cost.

BoryTalk Solution builds AI chatbots based on documents, FAQs, product information, service guides, internal manuals, and website content owned by the customer, enabling users to ask questions in natural language and quickly receive the information they need.

Beyond simple question answering, it can support consultation intake, inquiry classification, agent handoff, reservation guidance, ordering and payment guidance, kiosk conversations, and robot interactions.

It can also be expanded to include administrator statistics and consultation history management according to the customer environment.

[Inquire About Solution Deployment]

[AI Chatbot Deployment Consultation]

[Consultation Automation PoC Inquiry]

[Request a Proposal]

Customer Challenges

A high volume of repetitive inquiries creates a heavy consultation workload

Companies and institutions receive many questions that customers ask repeatedly.

Operating hours, location, pricing, product features, reservation methods, application procedures, refund criteria, delivery status, civil service documents, and service usage instructions are inquiries that arise every day.

BoryTalk Solution enables an AI chatbot to provide the initial response to recurring inquiries, reducing the workload of consultation agents and staff.

Customers have difficulty finding the information they need immediately

Even when information is available on a website or in a guide, customers may find it difficult to locate exactly what they need.

Rather than navigating menus, customers often ask questions such as “How much does it cost?”, “How do I make a reservation?”, “Can I receive a product brochure?”, or “Where can I request a quotation?”

BoryTalk Solution understands customer questions in natural language and can provide relevant guidance, links, application methods, and information for connecting with the appropriate staff member.

Consultation channels and internal materials are separated

When FAQs, product information, internal documents, consultation manuals, website content, notices, application forms, and product brochures are scattered across multiple locations, it is difficult to maintain consistent customer service quality.

BoryTalk Solution organizes the customer's consultation materials into a knowledge structure that an AI chatbot can use, helping provide consistent consultation responses.

Customer inquiries outside business hours are being missed

Customers visit websites and online stores at night, on weekends, and on public holidays.

If inquiries cannot be received when consultation staff are unavailable, opportunities for purchases and consultations may be lost.

BoryTalk Solution supports 24-hour automated responses, inquiry intake, consultation booking, product brochure requests, and quotation requests to help capture sales opportunities.

A chatbot that only gives simple answers is difficult to convert into sales

A chatbot that merely answers questions is not enough.

Customers should be guided naturally to product pages, quotation requests, consultation applications, product brochure downloads, reservations, orders, payments, and staff connections.

BoryTalk Solution links consultation automation with a sales conversion flow so that customer inquiries can lead to real revenue opportunities.

Solution Overview

BoryTalk Solution is a customized chatbot and consultation automation solution that adds AI conversational capabilities to the customer's website, online store, kiosk, robot, consultation system, and internal business systems.

Key features include the following.

AI chatbot deployment
Automated FAQ responses
Product and service guidance
Quotation request intake
Consultation booking
Customer inquiry classification
Agent handoff
Consultation history management
Website and online store integration
Kiosk conversation engine integration
Robot conversation engine integration
Document-based question answering
LLM-based answer generation
Administrator screen development
Consultation analytics dashboard
External System API Integration

Key Features

1. Automated AI chatbot responses

BoryTalk Solution builds an AI chatbot that analyzes customer questions and provides appropriate answers based on the customer's own materials.

It can automatically respond to customer inquiries in a wide range of environments, including websites, online stores, hospitals, public institutions, educational institutions, kiosks, and robots.

2. FAQ-based consultation automation

Frequently asked questions and answers can be structured to provide fast responses to customer inquiries.

Recurring questions such as operating hours, location, pricing, product features, implementation procedures, service usage, refund policies, delivery guidance, and civil service application methods can be automated.

3. Document-Based Question Answering

Question-answering capabilities can be built using the customer's product brochures, manuals, policy documents, notices, internal materials, and website content.

Users can obtain the information they need by asking questions instead of searching through lengthy documents themselves.

4. Product and service recommendations

Suitable products, solutions, and service pages can be recommended according to the customer's question.

For example, a customer asking “We need factory safety monitoring” can be guided to BorySafe Guard Solution, while a customer asking “We need a civil service consultation system for people with hearing disabilities” can be connected to BoryGlass Gov Solution.

5. Quotation inquiry intake

When a customer shows interest during a chatbot consultation, the system can collect a quotation inquiry.

Information such as name, company name, contact details, email address, product of interest, implementation purpose, installation location, budget range, and desired schedule can be collected and forwarded to the sales representative.

6. Consultation booking and staff connection

When a customer wants more detailed consultation, the flow can continue to consultation booking, staff connection, email delivery, or a request for a phone consultation.

Customer inquiries are connected beyond simple responses to sales consultation and contract review stages.

7. Inquiry classification and consultation history management

Customer inquiries can be classified as product, technical, purchase, quotation, after-sales service, civil service, partnership, and other inquiry types.

Consultation history can be reviewed on the administrator screen and used for staff assignment, processing status management, follow-up actions, and statistical analysis.

8. Website and online store integration

BoryTalk Solution can integrate with the customer's website, online store, product detail pages, inquiry pages, shopping cart, and order pages.

Customers can ask questions while viewing a product and proceed directly to a purchase or quotation inquiry.

9. Kiosk and robot conversation engine integration

BoryTalk Solution can be integrated into kiosks and robots as a conversation engine.

On kiosks, it can provide menu guidance, ordering help, payment guidance, and store-use information. On robots, it can support companion conversation, guidance, consultation, education, and care-related dialogue.

10. Administrator dashboard

Administrators can use the dashboard to view the number of consultations, frequently asked questions, unanswered questions, quotation inquiries, interest by product, consultation conversion rate, and inquiry volume by time period.

Consultation data can be used to improve website content, product descriptions, FAQs, and sales strategies.

Available Deployment Configurations

Basic Deployment Configuration

AI chatbot interface
FAQ management function
Basic consultation scenarios
Product and service guidance function
Inquiry intake function
Consultation history storage
Administrator Screen
Consultation analytics dashboard
Embeddable website chatbot widget

Extended Deployment Configuration

LLM-based document question answering
Product recommendation function
Quotation inquiry form
Consultation booking function
Agent handoff function
Email and SMS notification integration
KakaoTalk and messenger integration subject to consultation
Online store order and delivery integration
Kiosk conversation engine integration
Robot conversation engine integration
Speech recognition integration
Speech synthesis integration
Administrator permission management
Consultation report generation
External CRM, ERP, and customer management system API integration
Cloud server deployment
On-premises server deployment

Application Scenarios

AI Consultation for Corporate Websites

An AI chatbot can be added to a corporate website to automate product inquiries, solution inquiries, quotation requests, partnership inquiries, and product brochure requests.

Customers can find the information they need quickly, while companies can collect sales inquiries systematically.

Online store customer service automation

Product inquiries, delivery inquiries, exchange and refund inquiries, payment inquiries, and inventory inquiries can be handled automatically in an online store.

It can reduce the customer service workload while helping improve purchase conversion and customer satisfaction.

Public Institution Civil Service Guidance

Public institutions, local governments, and welfare organizations can automatically provide guidance on civil service application methods, required documents, operating hours, responsible departments, locations, and frequently asked questions.

When integrated with BoryGlass Gov Solution and BORY Sense Solution, it can be expanded into a barrier-free civil service consultation environment.

Hospital reception and consultation guidance

Hospital websites and reception kiosks can automate appointment booking, reception procedures, examination guidance, administrative consultation, department guidance, and directions.

It can be configured with easy-to-understand sentence guidance, captions, and voice guidance to help older adults and patients understand the information.

Kiosk ordering and guidance chatbot

When integrated with BoryKiosk Solution, it can provide conversational guidance for menu recommendations, ordering methods, payment instructions, coupon use, points information, and store-use methods.

AI can guide customers step by step so they do not get stuck during the ordering process.

Robot conversation service

It can be integrated as a conversation engine into YAONG, YOYO, information robots, care robots, and educational robots.

It enables robots to converse naturally with users and provide guidance, companionship, learning, consultation, and content recommendations.

Internal business consultation bot

An internal AI consultation bot can be built so employees can quickly find company rules, work manuals, product information, technical documents, and customer service standards.

It can be used for employee training, work handover, internal manual searches, and customer support operations.

Expected Benefits

Improved consultation efficiency

An AI chatbot provides the initial response to recurring customer inquiries, reducing the workload of agents and staff.

24-Hour Customer Response

Even outside business hours, it can receive customer inquiries, quotation requests, consultation bookings, and product brochure requests, preventing sales opportunities from being missed.

Improved customer experience

Customers can obtain the information they need simply by asking questions instead of searching menus, improving their experience with the website and service.

Higher sales conversion rates

By including product guidance, quotation inquiries, consultation booking, and staff connection in the chatbot flow, customer inquiries can be converted into real sales opportunities.

Accumulation of consultation data

Analyzing customer questions and consultation history reveals what customers want to know, which products attract the most interest, and which page descriptions need improvement.

Upgrading Existing Systems

AI consultation capabilities can be added to existing websites, online stores, kiosks, robots, and customer management systems to strengthen service competitiveness.

Deployment Process

1. Requirements Review

The customer's service type, consultation objectives, major inquiry types, product and service information, connected systems, and operating policies are reviewed.

2. Consultation scenario design

Required consultation flows are designed, including FAQs, product guidance, quotation inquiries, consultation booking, staff connection, ordering guidance, and civil service guidance.

3. Data and document organization

Website content, product brochures, FAQs, manuals, consultation history, and internal documents are organized into a format the chatbot can use.

4. PoC development

AI chatbot responses, document search, inquiry intake, and administrator screens are validated for selected inquiry types or specific product groups.

5. Full implementation

The chatbot interface, conversation engine, administrator screen, and integration functions are deployed on the customer's website, online store, kiosk, robot, and consultation system.

6. Operational Verification and Enhancement

Answer quality, FAQs, consultation scenarios, recommended products, and conversion flows are continuously improved based on actual customer question data.

What BoryTalk Solution can do

AI chatbot deployment
Website consultation automation
Online store customer service automation
FAQ automated response system development
Document-based question-answering system development
Product and service recommendation chatbot development
Quotation inquiry intake automation
Consultation booking function development
Agent handoff function development
Consultation history management
Administrator Dashboard Development
Customer inquiry statistical analysis
Kiosk conversation engine integration
Robot conversation engine integration
Speech recognition and speech synthesis integration
Public institution civil service guidance chatbot development
Hospital reception and consultation guidance chatbot development
Internal business consultation bot development
CRM, ERP, and external system API integration

Implementation Inquiry

BoryTalk Solution can be proposed as a PoC, web chatbot deployment, consultation automation, document-based question answering, or kiosk and robot conversation engine integration tailored to the customer's website, online store, kiosk, robot, consultation system, and internal business systems.

AI chatbot and consultation automation solution inquiry
Website AI consultation chatbot deployment inquiry
Online store customer service automation inquiry
Document-based question-answering chatbot inquiry
Product recommendation chatbot deployment inquiry
Quotation inquiry automation deployment inquiry
Kiosk conversation engine integration inquiry
Robot conversation engine integration inquiry
Public institution civil service chatbot inquiry
Hospital reception and consultation chatbot inquiry
Internal business consultation bot deployment inquiry
Request a Proposal

Important Information

BoryTalk Solution is an AI-based conversational solution that supports customer inquiry handling, consultation automation, product guidance, and document-based question answering.

This solution is a system that assists customer service and consultation tasks and does not guarantee complete and accurate answers to every question at all times.

AI answers may vary depending on the customer's provided materials, FAQ quality, document quality, connected data, and operating policies. Important consultations and decisions related to contracts, medical matters, legal matters, or finance must be reviewed by the responsible staff member.

When customer personal information, consultation history, order information, payment information, or civil service information is stored or integrated, prior consultation is required regarding personal information protection standards and data security policies.

When LLM-based answer generation is applied, it is recommended to design answer review, prohibited-word management, administrator approval, source display, and agent handoff criteria together.

Before implementation, the consultation objectives, major inquiry types, connected systems, scope of data provision, answer review standards, and personal information processing criteria must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryGlass Solution

bory.ai — Thu, 6 Aug 2026 10:31:18 +0900

BoryGlass Solution | Bory Lip-Reading and Speech Recognition AR Glasses Solution |

An AR glasses solution that combines lip-reading AI, speech recognition, and AR caption display technology to build hearing-assistance services

BoryGlass Solution is an AR-based hearing-assistance solution that combines lip-reading AI, speech recognition, real-time caption generation, and AR glasses display technology to support conversation understanding for people who are deaf or hard of hearing and for older adults.

In everyday conversations, meetings, lectures, consultations, education, and video-viewing environments, it is often difficult to understand content through speech alone. Speech recognition may also be insufficient when there is background noise, rapid speech, mask use, distance, or multiple people speaking at once.

BoryGlass Solution uses both audio information and visual lip-movement information to convert conversations into text and display the resulting captions on AR glasses, smartphones, tablets, and web screens.

It can be applied by welfare organizations, educational institutions, hospitals, research institutions, companies, hearing-assistance service providers, and organizations developing accessibility services based on AR devices.

[Solution Deployment Inquiry][Hearing-Assistance AR Service Consultation][PoC Development Inquiry][Request a Proposal]

Customer Challenges

People who are deaf or hard of hearing can easily miss parts of conversations

People who are deaf or hard of hearing, including users with age-related hearing loss, often miss what others say during face-to-face conversations, meetings, lectures, and consultations.

BoryGlass Solution converts conversations into real-time captions and displays them on AR glasses or connected device screens to support the user's understanding.

There are situations where speech recognition alone is not enough

Speech-recognition results may be unstable in noisy places, when the speaker is far away, when speech is fast, or when pronunciation is unclear because of mask use.

BoryGlass Solution can combine speech recognition with lip-reading AI so that audio information and visual lip-movement information jointly support caption generation.

Conventional caption services require users to look at a separate screen

Smartphone caption services can be inconvenient because users must keep looking downward during a conversation.

BoryGlass Solution displays captions on AR glasses so users can read the conversation while continuing to look at the person speaking.

Hearing-assistance systems must be tailored to each institution's service goals

Welfare organizations, educational institutions, hospitals, companies, and research institutions have different purposes and operating methods.

BoryGlass Solution can be built for various customer goals, including personal hearing assistance, institution-wide distribution services, caption support for education and lectures, meeting accessibility, and research or pilot data collection.

Solution Overview

BoryGlass Solution is an AI captioning, lip-reading, speech-recognition, and AR-display solution for building hearing-assistance AR glasses services.

Key functions include the following.

Real-time caption generation based on speech recognition
Caption assistance based on lip-reading AI
Caption display on AR glasses
Smartphone, tablet, and web-screen integration
Glasses Mode screen
Conversation caption recording and review
Video caption generation
Plain-language conversion
Key-content summarization
Personalized caption UI
Institutional user management
Training-data collection and management
Hearing-assistance service API integration
Research and pilot data-management screen

Key Features

1. Caption Assistance Based on Lip-Reading AI

BoryGlass Solution can analyze visual lip-movement information and use it to generate conversation captions.

When audio alone is difficult to recognize, lip-reading AI can provide supplementary information and can be configured to work together with speech-recognition results according to the customer-service objective.

2. Real-Time Caption Generation Based on Speech Recognition

The other person's speech is converted into text through speech recognition and displayed as captions in a form the user can understand.

It can provide real-time caption assistance in meetings, consultations, lectures, everyday conversations, and guidance situations.

3. Caption Display on AR Glasses

BoryGlass Solution can be configured to display conversation captions on an AR glasses screen.

Users can view captions within their field of vision without constantly looking at a smartphone, helping preserve natural face-to-face communication.

4. Smartphone, Tablet, and Web Integration

The solution can be used with smartphones, tablets, and desktop web screens as well as AR glasses.

Depending on the usage environment, it can include a mobile app, web service, administrator screen, and glasses-mirroring screen.

5. Glasses Mode Support

Glasses Mode is a screen layout designed to display captions, video, guidance messages, and learning content on AR glasses.

Depending on the service objective, it can be extended into conversation mode, video-caption mode, learning mode, consultation mode, customer-support mode, and other configurations.

6. Personalized Caption UI

Caption size, position, color, display speed, background transparency, high-contrast mode, and other settings can be adjusted according to the user's vision, environment, and preferences.

The screen can be designed with visual accessibility as well as hearing assistance in mind.

7. Video Caption Generation

BoryGlass Solution can be used not only for real-time conversations but also to generate captions for video content.

It can provide STT captions, lip-reading-assisted captions, and editable caption screens for lecture videos, consultation videos, educational content, and guidance videos.

8. Plain-Language Conversion and Summarization

The solution can be extended to rewrite long or complex guidance into easier language or display a summary of the key points.

It can be used in education, consultations, public guidance, hospital guidance, and welfare-service environments.

9. User and Institution Management

When an institution provides BoryGlass services to multiple users, it can manage user accounts, device information, usage histories, caption settings, and inquiry records.

It is suitable for distribution services operated by welfare organizations, educational institutions, research institutions, and companies.

10. Research and Pilot Data Management

A research screen can be built to collect and manage video, audio, captions, and user-feedback data for improving lip-reading AI and hearing-assistance services.

Whether data is collected, the storage scope, anonymization method, and consent procedure are designed separately according to the customer institution's personal-data processing standards.

Available Deployment Configuration

Basic Deployment Configuration

AR glasses integration module
Speech-recognition module
Lip-reading AI analysis module
Real-time caption generation module
Glasses caption display screen
Smartphone or web integration screen
User caption settings
Conversation-mode screen
Video-caption-mode screen
Basic administrator screen

Extended Deployment Configuration

Desktop, tablet, and smartphone web service
Glasses Mode mirroring
Caption editing
Speaker identification
Plain-language conversion
Key-point summarization
Training-data collection screen
Institutional user management
Customer-support and FAQ screen
Consultation history management
Video upload and caption generation
Real-time recording and streaming
External service API integration
Cloud server deployment
On-premises server deployment
Research-institution data-management dashboard

Application Scenarios

Personal Hearing-Assistance AR Service

The service can be built so people who are hard of hearing or deaf and older users can wear AR glasses and view captions for everyday conversations.

It can reduce the communication burden on users during conversations, consultations, meetings, and guidance situations.

Education and Lecture Caption Assistance

An instructor's speech can be displayed as captions in classrooms, seminars, training venues, and online lectures.

Students can view lecture content through AR glasses or a connected screen and, when needed, use caption records and summaries as learning materials

Meeting and Workplace Accessibility Support

Real-time caption assistance can be provided to employees who need hearing accessibility in corporate or institutional meetings.

It can be integrated with meeting captions, summaries, key-statement organization, and conversation-recording functions.

Institutional Distribution Service for Welfare Organizations

Welfare organizations, disability-support organizations, and local governments can build services that distribute or lend AR hearing-assistance devices to people who are deaf or hard of hearing.

Institutions can operate user management, device management, consultation support, and service-inquiry response functions.

Hospital and Consultation Environment Support

The system can provide caption assistance in environments where accurate conversation understanding is important, including hospital consultations, examination guidance, rehabilitation consultations, psychological counseling, and welfare consultations.

Users can review consultation content in real time, with summaries or guidance messages provided when needed.

Research and Pilot Service

Universities, research institutions, and corporate laboratories can use the solution for pilots involving lip-reading AI, speech recognition, AVSR, AR UI, and hearing-accessibility services.

Depending on the research objective, functions can include video upload, real-time recording, caption-result review, feedback collection, and data management.

Expected Benefits

Improved Conversation Accessibility

People who are deaf or hard of hearing and older users can view conversation captions, improving accessibility in everyday life and social activities.

More Natural Face-to-Face Communication

Displaying captions on AR glasses allows users to look at the other person rather than continuously checking a smartphone.

Compensation for Speech-Recognition Limitations

By using both audio information and visual lip-movement information, the solution can be designed to mitigate caption-recognition limitations caused by noise, pronunciation, distance, and environmental changes.

Institution-Specific Hearing-Assistance Services

User management, device management, caption screens, data management, and service-operation functions can be built according to the needs of welfare organizations, educational institutions, companies, hospitals, and research institutions.

Improved Accessibility for Video and Educational Content

Captions and summaries can be added to lecture videos, guidance videos, and educational content to improve hearing accessibility.

Data-Driven Improvement of Hearing-Assistance Services

Hearing-assistance services and lip-reading AI models can be continuously improved using user feedback, caption results, and video and audio data.

Deployment Process

1. Requirements Review

Confirm the customer institution's service objectives, target users, usage environment, AR glasses model, caption-display method, and data-processing standards.

2. Usage-Environment Analysis

Analyze conversation locations, lighting, noise, network conditions, camera positions, microphone configuration, user movement, and glasses-wearing environment.

3. Screen-Structure Design

Design the AR glasses caption screen, smartphone screen, web screen, administrator screen, video-caption screen, and user-settings screen.

4. PoC Deployment

Conduct speech recognition, lip-reading AI, caption display, Glasses Mode, and usability verification with selected users or in a specific usage environment.

5. Service Deployment

Build user management, device management, caption UI, video captions, summarization, administrator screens, and API integration according to the customer institution's operating method.

6. Operational Verification and Enhancement

Review and improve caption quality, wearing comfort, screen readability, user feedback, and data-management methods in the actual usage environment.

What BoryGlass Solution Can Do

Build a lip-reading-AI-based caption-assistance system
Build a speech-recognition-based real-time captioning system
Build an AR glasses caption-display service
Build smartphone, tablet, and web integration screens
Configure Glasses Mode screens
Provide a personalized caption UI
Configure large-text and high-contrast caption screens
Generate captions from uploaded videos
Display real-time conversation captions
Provide meeting and lecture caption assistance
Integrate plain-language conversion
Integrate conversation summarization
Build a user and device management system
Build a research and pilot data-collection screen
Build an institution-wide hearing-assistance service for welfare organizations
External service API integration

Deployment Inquiries

BoryGlass Solution can be proposed as a personal, institution-wide distribution, education and lecture, meeting-accessibility, or research and pilot solution according to the customer institution's objectives, target users, AR glasses configuration, and service-operation method.

Inquiry about deploying a lip-reading and speech-recognition AR glasses solution
Inquiry about building a hearing-assistance AR service
Inquiry about building an institution-wide BoryGlass service for a welfare organization
Inquiry about a lecture-captioning service for an educational institution
Inquiry about a meeting-accessibility support system
Inquiry about video-caption and conversation-caption services
Inquiry about a lip-reading AI PoC
Inquiry about AR glasses caption UI development
Inquiry about a research and pilot data-management system
Request a Proposal

Important Information

BoryGlass Solution is an AI-based hearing-assistance solution designed to improve conversation understanding and hearing accessibility for people who are deaf or hard of hearing and for older adults.

This solution supports communication by displaying conversations as captions and does not guarantee perfect recognition of every spoken word or lip movement.

Speech-recognition and lip-reading AI results may vary depending on background noise, lighting, camera position, the user's gaze direction, the speaker's speech habits, mask use, occluded lip movements, and network conditions.

BoryGlass Solution is intended to support hearing and improve accessibility and is not presented as a medical device for the diagnosis, treatment, or prevention of disease.

If conversation video, audio, captions, user information, or usage histories are stored or transmitted, prior consultation is required regarding personal-data processing standards and data-security policies.

Before deployment, the intended use, target users, AR glasses model, camera and microphone configuration, caption-display method, server configuration, and personal-data processing method must be reviewed.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BORY Sense Solution

bory.ai — Thu, 6 Aug 2026 10:29:51 +0900

BORY Sense Solution | BORY AI Video Understanding and Conversational Accessibility Solution |

An accessibility-enhancement solution that uses AI to understand video, audio, and conversation data and convert it into captions, summaries, and plain-language explanations

BORY Sense Solution is an AI video-understanding and conversational-accessibility solution that analyzes video, audio, lip movements, and conversations to build real-time captions, video captions, conversation summaries, plain-language conversion, and accessible guidance screens.

Digital and public services provide a wide range of information—such as video content, consultations, public announcements, meetings, lectures, and public-service guidance—primarily through audio and video. However, people who are deaf or hard of hearing, older adults, people with developmental disabilities, foreign-language users, and digitally vulnerable groups may have difficulty understanding voice-centered information or complex sentences.

BORY Sense Solution combines speech recognition, lip-reading AI, video understanding, conversation analysis, caption generation, summarization, and plain-language conversion to build accessible services that everyone can understand more easily.

It can be applied to public agencies, welfare organizations, educational institutions, hospitals, corporate customer centers, video platforms, AR-glasses services, kiosks, public-service consultation systems, and online education services.

[Inquire About Solution Deployment][Consultation on Building an Accessibility Service][Inquiry About PoC Development][Request a Proposal]

Customer Challenges

Voice-centered services provide insufficient hearing accessibility

Consultations, guidance, lectures, meetings, and video content are often delivered primarily through speech.

People who are deaf or hard of hearing and older adults may miss spoken guidance or find it difficult to understand accurately. BORY Sense Solution converts spoken information into captions so users can review the content on a screen.

Automatically understanding video content is difficult

Videos contain diverse information, including people, actions, situations, captions, speech, and scene transitions.

BORY Sense Solution analyzes speech, scenes, human actions, and on-screen information in videos so the results can be used for caption generation, summarization, search, and accessible guidance.

Complex guidance sentences are difficult to understand

Public agencies, hospitals, financial services, education, and welfare services frequently use long sentences and difficult terminology.

BORY Sense Solution converts conversations and guidance text into plain language and summarizes key points so users can understand them more easily.

Captioning, summarization, and accessibility functions are separated across existing systems

When kiosks, consultation systems, video platforms, educational services, and public-service counter systems operate separately, it is difficult to provide accessibility functions consistently.

BORY Sense Solution can integrate with a customer's existing systems and build captioning, summarization, plain-language explanation, video understanding, and conversational-accessibility functions within one architecture.

Solution Overview

BORY Sense Solution is an AI solution that understands video and conversations and converts them into accessible information formats.

Key features include the following.

Generate real-time captions based on speech recognition
Provide lip-reading-AI-based caption assistance
Generate captions for video content
Understand video scenes and actions
Summarize conversations
Convert text into plain language
Generate key guidance messages
AR Glasses Caption Display Integration
Integrate captions with kiosks and public-service counters
Integrate captions with educational and lecture videos
Analyze and record consultation conversations
Configure accessible UI
Integrate external-service APIs
Administrator Dashboard Development

Key Features

1. Speech-Recognition-Based Caption Generation

BORY Sense Solution can convert speech from consultations, meetings, lectures, public announcements, and video content into text.

It can build captioning systems tailored to customer-service purposes, including real-time conversation captions, video captions, meeting captions, lecture captions, and consultation captions.

2. Lip-Reading-AI-Based Caption Assistance

In noisy environments or when pronunciation is unclear, speech recognition alone may not provide sufficient caption quality.

BORY Sense Solution can use lip-movement video information as an auxiliary input to configure lip-reading-based caption assistance.

When connected with BoryGlass, BoryGlass Gov, and BoryAssist family services, it can be extended into hearing-assistance and public-service consultation accessibility functions.

3. Video Understanding AI

BORY Sense Solution can be extended to analyze people, scenes, actions, locations, screen changes, and key objects in video.

This makes it possible to classify key scenes in video content, extract required information from consultation, education, and guidance videos, and use it to produce accessible content.

4. Conversation Summarization

It can summarize the key content of meetings, consultations, public-service guidance, educational conversations, and customer-service conversations.

Long conversations can be organized around key guidance, major questions, answers, follow-up actions, and items requiring confirmation so both users and administrators can review them easily.

5. Plain-Language Conversion

A function can be built to rewrite complex guidance or technical terms in easier language.

Applying it to public-service guidance, hospital reception guidance, welfare-service explanations, educational content, and kiosk guidance screens can improve information comprehension.

6. Accessible UI Configuration

BORY Sense Solution can be configured with an accessible UI so users can easily view captions and summary results.

Screens can be designed for the user environment with large text, high contrast, simplified views, step-by-step guidance, icon guidance, adjustable caption placement, and simplified sentences.

7. AR-Glasses Caption Integration

BORY Sense Solution can connect with AR glasses to display conversation captions, video captions, and guidance text within the user's field of view.

When combined with BoryGlass Solution, it can be extended into an AR-based conversational-accessibility service for people who are deaf or hard of hearing.

8. Kiosk and Public-Service Counter Integration

BORY Sense Solution can integrate with kiosks, public-service consultation counters, hospital reception counters, and public information desks.

It can display spoken guidance as captions, convert consultation content into plain language, and present it on screens that are easier for visitors to understand.

9. Enhanced Accessibility for Educational and Lecture Videos

Automatic captions, key summaries, plain-language explanations, and learning-keyword extraction can be applied to online lectures, educational videos, and explanatory videos.

Educational institutions and content companies can provide more accessible learning content and help learners understand it more easily.

10. External-Service API Integration

BORY Sense Solution can integrate through APIs with a customer's existing website, app, kiosk, AR-glasses service, consultation system, and video platform.

AI captioning, video understanding, summarization, and plain-language conversion can be added while retaining the existing service.

Available Deployment Configurations

Basic Deployment Configuration

Speech recognition module
Real-time caption generation module
Video caption generation module
Conversation summarization module
Plain-language conversion module
Accessible UI screen
Administrator Settings Screen
Caption-results viewing screen
API integration module

Extended Deployment Configuration

Lip-reading AI analysis module
Video-understanding AI module
Object and action recognition module
Speaker-identification function
AR Glasses Caption Display Integration
Kiosk-screen integration
Public-service consultation system integration
Hospital reception guidance system integration
Educational video platform integration
Consultation History Management Feature
Institutional user management
Data collection and training management screen
Cloud server deployment
On-premises server deployment
Customer business-system API integration

Application Scenarios

Improve accessibility of public-service consultations

Public-service consultations, public announcements, counter guidance, and document guidance can be provided through captions and plain language.

When connected with BoryGlass Gov Solution, it can build a barrier-free public-service consultation environment for people who are deaf or hard of hearing.

Support accessibility for hospital reception and consultations

Hospital administration, reception, examination guidance, treatment guidance, and payment guidance can be provided through captions and plain-language explanations.

It helps older adults, people who are hard of hearing, and foreign patients understand complex hospital procedures more easily.

Educational and lecture captioning service

Lecture videos, online educational content, seminars, and speech in classrooms can be provided with automatic captions and summaries.

Educational institutions can improve both hearing accessibility and learning comprehension.

AR hearing-assistance service

When connected with BoryGlass, conversation captions, meeting captions, video captions, and plain-language explanations can be displayed on AR-glasses screens.

Users can review captions while looking at the other person, helping preserve natural face-to-face communication.

Accessible kiosk customer service

When connected with BoryKiosk Solution, kiosk voice guidance, menu descriptions, ordering guidance, and payment guidance can be provided through captions and plain language.

It helps older adults and digitally vulnerable groups use kiosks more easily.

Advanced customer-center and consultation systems

Consultation conversations can be captioned in real time, with key summaries and follow-up actions organized after the consultation ends.

It can be used for consultation quality management, consultation-record management, and public-complaint response operations.

Enhanced video-platform accessibility

Automatic captions, summaries, plain-language explanations, and search-keyword extraction can be applied to corporate promotional videos, educational videos, explanatory videos, and guidance videos.

It helps more users understand video content.

Expected Benefits

Improved Information Accessibility

By providing audio- and video-centered information through captions, summaries, and plain-language explanations, it helps more users understand the information.

Strengthened support for people who are deaf or hard of hearing

Real-time captions for spoken guidance and conversations assist communication and service use for people who are deaf or hard of hearing.

Improved convenience for older adults and digitally vulnerable groups

Complex guidance can be presented in plain language, with large text and high-contrast screens to improve service accessibility for older adults and digitally vulnerable groups.

Enhancement of existing services

Service quality can be improved by adding AI captioning, summarization, and plain-language explanation to existing websites, apps, kiosks, consultation systems, and video platforms.

Improved efficiency of consultation, education, and guidance operations

Conversation summaries, lecture-caption generation, automated guidance text, and key-point organization can reduce repetitive work for staff.

Support for accessibility policies

It can be used for projects at public agencies, educational institutions, hospitals, and welfare organizations that improve accessibility for people with disabilities, promote digital inclusion, and strengthen barrier-free services.

Deployment Process

1. Requirements Review

The customer's service type, target users, accessibility requirements, integrated systems, and data-processing standards are reviewed.

2. Usage-Environment Analysis

The speech-input environment, video quality, lighting, noise, user flow, display method, and network environment are analyzed.

3. Functional Design

Required functions are defined, including captions, summaries, plain-language conversion, video understanding, AR display, kiosk integration, and consultation-system integration.

4. PoC Development

Caption generation, summarization, plain-language conversion, and display quality are verified using selected videos, consultation data, guidance text, and service screens.

5. Service Development

AI analysis modules, APIs, user screens, administrator screens, data-storage structures, and accessible UI are developed for the customer's environment.

6. Operational Verification and Enhancement

Actual usage data is used to review and improve caption quality, summary quality, plain-language expressions, UI readability, and user feedback.

What BORY Sense Solution Can Do

Build an AI caption-generation system
Automatically caption video content
Build a real-time conversation-captioning service
Provide lip-reading-AI-based caption assistance
Summarize conversations
Convert text into plain language
Improve accessibility of public-service guidance
Support accessibility for hospital reception and consultations
Integrate kiosk guidance captions
AR Glasses Caption Display Integration
Build educational-video captioning and summarization services
Build a customer-center consultation summarization system
Build a video-understanding AI analysis system
Build accessible UI screens
Integrate external-service APIs
Build an institutional administrator dashboard

Implementation Inquiry

BORY Sense Solution can be proposed as a PoC, API integration, web-service development, kiosk integration, AR-glasses integration, or institution-specific solution depending on the customer's service type, target users, video and audio data structure, accessibility requirements, and integrated systems.

Inquiry About Deploying an AI Video-Understanding and Conversational-Accessibility Solution
Inquiry About Building a Real-Time Captioning Service
Inquiry About Video Captioning and Summarization Services
Inquiry About a Plain-Language Conversion System
Inquiry About Building Public-Sector Accessibility Services
Inquiry About Improving Consultation Accessibility at Hospitals and Welfare Organizations
Inquiry About AR-Glasses Caption Integration
Inquiry About Kiosk Caption-Guidance Integration
Inquiry About Educational-Video Accessibility Services
Request a PoC Proposal

Important Information

BORY Sense Solution is an AI-based accessibility solution that analyzes video, audio, and conversation data to provide captions, summaries, plain-language explanations, and accessible screens.

This solution assists communication and information comprehension and does not guarantee complete recognition or interpretation of all audio, video, lip-movement, or conversation content.

Speech-recognition, lip-reading AI, and video-understanding results may vary depending on ambient noise, lighting, camera position, speaking habits, mask use, video quality, and the network environment.

When conversation video, audio, captions, consultation history, or user information is stored or transmitted, prior consultation is required regarding privacy standards and data-security policies.

This solution is intended to improve accessibility and assist service use; it is not represented as a standalone system for medical diagnosis, legal judgment, or the creation of official evidentiary documents.

Before deployment, the intended purpose, target users, data-collection method, screen configuration, integrated systems, and personal-information processing standards must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryGlass Gov Solution

bory.ai — Thu, 6 Aug 2026 10:28:10 +0900

BoryGlass Gov Solution | Bory Barrier-Free AI Public Service Consultation Solution I

An AI consultation solution that combines lip-reading STT, speech recognition, and real-time caption screens to improve access to public service consultations for people who are deaf or hard of hearing

BoryGlass Gov Solution is a barrier-free AI public service consultation solution that builds lip-reading STT, speech recognition, real-time captions, staff screens, and visitor screens for consultation environments at public institutions, local governments, hospitals, welfare organizations, and information desks.

At conventional public service counters, people who are deaf or hard of hearing and older adults may have difficulty hearing staff accurately or may miss parts of the consultation. Sites often rely on written communication, accompanying guardians, sign-language interpretation, or repeated explanations, but it is difficult to provide the same level of accessibility support at every counter at all times.

BoryGlass Gov Solution uses the staff member's voice information and lip-movement video to convert consultation content into text, enabling visitors to proceed while viewing a caption screen.

Depending on the customer institution's counter layout, the solution can be configured as a PC-based, board-based, server-integrated, internal-network, or AR-glasses-integrated system and can connect with existing public service workflows to create a barrier-free consultation environment.

[Inquire About Solution Deployment][Consultation on Building a Public Institution Service Counter][Inquire About a Pilot Installation][Request a Proposal]

Customer Challenges

Visitors who are deaf or hard of hearing may miss consultation content

Public service consultations are often conducted primarily through spoken guidance from counter staff.

People who are deaf or hard of hearing and older adults may have difficulty hearing staff or accurately understanding the consultation because of ambient noise, distance, mask use, or rapid speech.

BoryGlass Gov Solution displays consultation content as real-time captions, helping visitors follow the consultation flow more easily.

Sign-language interpretation or written communication alone cannot support every situation

It is difficult to have sign-language interpreters available at all times, and written communication can lengthen consultations or make complex explanations difficult to convey.

BoryGlass Gov Solution supplements the limitations of existing accessibility support methods by using speech recognition and lip-reading assistance technology to provide counter consultation content as text.

Accessibility at public institution service counters needs improvement

Public institutions, hospitals, and welfare organizations should provide an environment where everyone can receive guidance and consultation on an equal basis.

BoryGlass Gov Solution can create a barrier-free public service consultation environment by combining cameras, microphones, caption monitors, and web-based consultation screens with existing service counters.

Accessibility equipment operated separately from existing business systems is difficult to manage

Installing only standalone caption equipment may make practical operation difficult because it is managed separately from staff work screens, public service categories, guidance messages, consultation history, internal networks, and personal data standards.

BoryGlass Gov Solution can be built to match the customer institution's public service workflow, consultation screens, internal network, security policy, and counter operating methods.

Solution Overview

BoryGlass Gov Solution builds an AI captioned consultation system tailored to public service environments that require hearing accessibility.

Key features include the following.

Staff Speech Recognition
Lip-Reading STT-Based Caption Assistance
Real-Time Consultation Caption Display
Build a Caption Screen for Visitors
Build a Web Consultation Screen for Staff
Camera, Microphone, and Monitor Integration
PC- or Board-Based Counter Equipment Configuration
AR Glasses Caption Display Integration
Display Consultation Guidance Messages
Consultation Summarization Integration
Multi-Counter Management
Deployment on the Institution's Internal Network
Customized Screens for Public Institutions, Hospitals, and Welfare Organizations

Key Features

1. Lip-Reading STT-Based Consultation Caption Assistance

BoryGlass Gov Solution can be built to display consultation content as text by using both the staff member's voice and lip-movement video information.

In environments where speech recognition alone is insufficient, lip-movement video can be used as supplementary information to improve caption-generation quality.

2. Real-Time Caption Screen

Visitors can view consultation content as text on a caption monitor at the counter or through an AR glasses display.

Documents, procedures, application methods, queue order, precautions, and other information explained by staff can also be viewed on screen, improving consultation accessibility.

3. Web Screen for Staff

Staff can use a web-based consultation screen to check consultation start and end, caption status, voice input status, guidance messages, and major public service categories.

Frequently used phrases, public service guidance templates, document instructions, and repeated guidance sentences can be added to the staff screen according to the institution's work requirements.

4. Caption Screen for Visitors

The visitor screen can provide consultation captions, key guidance messages, easy-language guidance, large-text view, and high-contrast view.

Caption size, position, color contrast, and display speed can be adjusted to the institution's environment so that people who are deaf or hard of hearing and older adults can read the screen more easily.

5. Standard Counter Deployment

BoryGlass Gov Solution can create a standard public service consultation environment using only a PC or board-based device, camera, microphone, and caption monitor, without AR glasses.

It can be applied quickly to existing service counters and is suitable for pilot installations at public institutions, hospitals, and welfare organizations.

6. AR Glasses-Integrated Deployment

When needed, AR glasses can be connected so visitors can view captions within their field of vision.

The AR-glasses-integrated configuration helps maintain the natural flow of face-to-face consultation because visitors can look at staff while checking captions at the same time.

7. Public Service Guidance Message and Template Management

Frequently used public service guidance messages, document instructions, application procedures, reception guidance, and precautions can be configured as institution-specific templates.

Staff can display content that requires repeated explanation or guide visitors according to the consultation flow.

8. Consultation Summarization Integration

Subject to institutional policy and personal data standards, the solution can integrate functions that summarize consultations or organize key guidance after a consultation ends.

Consultation summaries can be used for visitor notices, staff work records, and internal work review.

9. Multi-Counter Management

When installed at multiple service counters, administrators can check equipment status, consultation status, caption output status, and usage by counter.

Depending on the institution's scale, the system can be built as a single-counter, multi-counter, or institution-wide integrated management configuration.

10. Existing Public Service System Integration

The solution can integrate with the customer institution's public service reservation system, queue ticket system, information kiosk, website, and internal consultation system.

The integration scope is determined through consultation based on the institution's system structure, internal network, security policy, and API availability.

Available Deployment Configurations

Basic Deployment Configuration

PC or Board-Based Device for Staff
Camera
Microphone
Caption Monitor for Visitors
Web Consultation Screen for Staff
Caption Screen for Visitors
Speech Recognition Module
Lip-Reading STT Assistance Module
Caption Output Module
Administrator Settings Screen

Extended Deployment Configuration

AR Glasses Caption Display Integration
Deployment on the Institution's Internal Network
Server-Based Analysis Module
Local Analysis Module
Multi-Counter Management Screen
Consultation Guidance Message Templates
Consultation Summarization Feature
Consultation History Management Feature
Guidance Screens by Public Service Category
Easy-Language Conversion Feature
Large-Text and High-Contrast View
Queue Ticket and Reservation System Integration
Information Kiosk Integration
Public Institution Website Integration
Administrator Dashboard Development
Apply Institution-Specific Personal Data Processing Standards

Application Scenarios

Public Institution Service Office

It can be installed at local governments, community service centers, administrative welfare centers, and public institution service offices to support consultations for people who are deaf or hard of hearing.

Visitors can review consultation content through captions, while staff can maintain the existing consultation flow and provide more accessible public services.

Hospital Reception Counter and Patient Administration Office

At hospital reception counters, patient administration offices, examination guidance counters, and payment counters, registration procedures, medical guidance, examination guidance, and document instructions can be provided as text.

In hospital environments with many older adults and people who are hard of hearing, viewing consultation content on screen can help reduce communication errors.

Welfare Centers and Disability Support Organizations

The system can improve consultation accessibility at welfare centers, disability welfare centers, organizations supporting older adults, and organizations supporting people who are deaf or hard of hearing.

Consultation captions, guidance messages, and easy-to-understand explanation screens can improve consultation quality.

Public Information Desks

It can be applied at information desks in libraries, museums, exhibition halls, public facilities, transportation information centers, tourist information centers, and similar locations.

Usage instructions, facility guidance, reception guidance, and event information can be provided to visitors as captions.

Barrier-Free Public Service Pilot Project

A pilot system can be built in connection with public-sector disability accessibility projects, digital inclusion policies, public service innovation projects, and age-friendly service programs.

After conducting a PoC at selected counters, the system can be expanded across the institution or to multiple branches.

Expected Benefits

Improved Hearing Accessibility

People who are deaf or hard of hearing and older adults can view consultation content as real-time captions, improving access to public service consultations.

Improved Public Service Consultation Quality

Displaying consultation content as text can reduce communication errors between staff and visitors and improve understanding of the consultation.

Greater Inclusiveness in Public Services

Public institutions and hospitals can create barrier-free consultation environments and provide inclusive services for socially disadvantaged groups and people with limited digital access.

Reduced Workload for Staff

Displaying frequently repeated guidance and document instructions on screen can reduce the staff's explanation workload.

Deployable at Existing Counters

Without large equipment or a separate kiosk, the system can be built by combining cameras, microphones, caption monitors, and web consultation screens with existing public service counters.

Scalability Through AR Glasses

After introducing the standard configuration, AR glasses caption display can be added as needed to further improve accessibility in face-to-face consultations.

Deployment Process

1. Requirements Review

Review the institution's service counter layout, consultation work types, visitor groups, internal network environment, personal data processing standards, and deployment objectives.

2. On-Site Environment Analysis

Analyze the counter layout, distance between staff and visitors, camera installation position, microphone position, lighting, noise, monitor position, and network environment.

3. Screen Structure Design

Design the staff screen, visitor caption screen, administrator screen, guidance message templates, and caption display method.

4. PoC or Pilot Counter Deployment

Install the system first at selected service counters to verify speech recognition, lip-reading STT assistance, caption display, staff usability, and visitor-screen readability.

5. Institution-Customized Deployment

Build consultation screens, guidance messages, internal-network configuration, multi-counter management, administrator dashboards, and integration functions to match the institution's workflow.

6. Operational Verification and Enhancement

Verify and improve caption quality, usability, guidance messages, screen structure, equipment placement, and staff feedback in the actual consultation environment.

What BoryGlass Gov Solution Can Do

Build a Barrier-Free AI Public Service Consultation System
Display Captions Based on Staff Speech Recognition
Lip-Reading STT-Based Caption Assistance
Provide a Real-Time Caption Screen for Visitors
Build a Web Consultation Screen for Staff
Configure Large-Text and High-Contrast Caption Screens
Manage Public Service Guidance Message Templates
Consultation Summarization Integration
Manage Multiple Public Service Counters
AR Glasses Caption Display Integration
Support Consultations at Hospital Reception Counters
Improve Accessibility at Public Institution Service Counters
Improve Consultation Accessibility at Welfare Organizations
Queue Ticket and Reservation System Integration
Information Kiosk Integration
Build an Internal-Network-Based Consultation System
Build a Barrier-Free Public Service PoC

Deployment Inquiries

BoryGlass Gov Solution can be proposed as a Standard, AR-integrated, PoC, multi-counter, or institution-customized configuration according to the institution's service counter layout, consultation work, internal network environment, personal data processing standards, and deployment objectives.

Inquire About Deploying the Barrier-Free AI Public Service Consultation Solution
Inquire About Building a Public Institution Service Counter
Inquire About a Pilot Installation at a Local Government Service Office
Inquire About Consultation Support at a Hospital Reception Counter
Inquire About Improving Consultation Accessibility at a Welfare Organization
Inquire About Building an AR-Glasses-Integrated Public Service Consultation System
Inquire About Building a Web Screen for Staff
Inquire About Building a Caption Screen for Visitors
Inquire About Internal Network Deployment
Request a Proposal

Important Information

BoryGlass Gov Solution is an AI-based consultation assistance solution designed to improve access to public service consultations for people who are deaf or hard of hearing and older adults.

This solution is an assistive system that supports communication by displaying consultation content as real-time captions and does not guarantee perfect recognition of all speech or lip movements.

Speech recognition and lip-reading STT results may vary depending on ambient noise, lighting, camera position, staff speaking habits, mask use, lip occlusion, and network conditions.

If public service consultation content, voice, video, captions, or consultation history is stored or transmitted, prior consultation is required regarding the institution's personal data protection standards and internal security policies.

AR glasses integration can be applied selectively according to the institution's deployment objectives and equipment configuration.

Before deployment, a preliminary review is required of the service counter layout, camera installation position, microphone configuration, caption display method, internal network environment, personal data processing standards, and consultation workflow.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryKiosk Solution

bory.ai — Thu, 6 Aug 2026 10:27:00 +0900

BoryKiosk Solution | BORY Barrier-Free AI Customer Service, Ordering, and Payment Solution

A barrier-free AI kiosk implementation solution combining voice ordering, caption guidance, an easy-to-use UI, and an administrator system

BoryKiosk Solution is a barrier-free AI kiosk solution that implements AI-powered customer service, ordering, payment, guidance, and administrative operations tailored to stores, public institutions, hospitals, franchises, and unmanned retail environments.

Conventional kiosks are often difficult for older adults, people with disabilities, people who are hard of hearing, people with low vision, and digitally vulnerable users. Problems may include complex menu structures, small buttons, insufficient voice guidance, unsuitable screen height, and customers abandoning the ordering process midway.

BoryKiosk Solution builds kiosk screens, voice ordering, caption guidance, an easy-view UI, customer approach detection, an administrator website, POS integration, and ordering and payment processes tailored to the customer's environment, providing an AI customer service, ordering, and payment experience that is easier for everyone to use.

It can be applied to restaurants, cafés, hospital reception desks, public-service counters, welfare institutions, franchise stores, unmanned stores, smart shops, and exhibition guidance systems.

[Inquire About Solution Deployment][Barrier-Free Kiosk Implementation Consultation][PoC Installation Inquiry][Request a Proposal]

Customer Challenges

Many customers find kiosks difficult to use

Older adults, people with disabilities, people who are hard of hearing, people with low vision, foreign visitors, and digitally vulnerable users may have difficulty understanding or operating conventional kiosk screens.

BoryKiosk Solution helps more customers use kiosks through large text, easy-to-understand screens, voice guidance, caption guidance, and step-by-step ordering flows.

Customers abandon the ordering process

When menu selection, option selection, and payment steps are complicated, customers may give up on their order or ask staff for assistance.

BoryKiosk Solution simplifies the customer ordering flow and combines voice ordering with AI guidance to help reduce order abandonment.

Store operators have difficulty managing menus and order information

Franchises and multi-location stores must manage menus, prices, options, coupons, points, events, and out-of-stock status for each location.

BoryKiosk Solution can be implemented so that menus, categories, stores, kiosks, events, coupons, points, and operational status can be managed through an administrator website.

Existing POS systems and kiosks are disconnected

When ordering and payment data is scattered across the POS system, store management system, kiosk, and administrator screen, sales management and operational analysis become difficult.

BoryKiosk Solution integrates with the customer's POS, ordering, payment, and store management systems to support integrated management of ordering, payment, and operational data.

Public institutions and hospitals need accessible guidance

Public institutions, hospitals, and welfare institutions require highly accessible customer service screens not only for ordering but also for civil-service guidance, reception guidance, medical guidance, document guidance, and consultation guidance.

BoryKiosk Solution can configure guidance, reception, consultation, and ordering-and-payment kiosk screens to match each institution's workflow.

Solution Overview

BoryKiosk Solution is a customized kiosk solution that implements kiosk screens, AI conversation, voice ordering, ordering and payment, administrative operations, accessible UI, and POS integration tailored to the customer's environment.

Key features include the following.

Barrier-Free Kiosk UI Implementation
Voice Ordering and Voice Guidance
Caption Guidance and Large-Text UI
Easy-View and High-Contrast Screens
Customer Approach Detection
Screen Assistance Based on User Height and Distance
Menu, Category, and Option Management
Ordering and Payment Process Implementation
POS and Store Management System Integration
Coupon, Point, and Event Management
Administrator Website Implementation
Sales and Order Statistics Dashboard
Customized Screens for Public Institutions, Hospitals, and Franchises

Key Features

1. Barrier-Free Kiosk UI

BoryKiosk Solution configures kiosk screens so that older adults, people with disabilities, people who are hard of hearing, and people with low vision can use them easily.

Accessibility can be improved by applying large text, clear buttons, easy sentences, step-by-step guidance, high-contrast screens, voice guidance, and caption guidance.

2. Voice Ordering Function

Customers can search menus or place orders by voice without directly touching the screen.

For example, customer utterances such as “One Americano,” “Make it hot,” “Use my points,” and “Proceed to payment” can be connected to the ordering flow.

The voice ordering function is customized according to store noise, menu structure, supported languages, and the customer's operating policy.

3. Caption and On-Screen Guidance

Kiosk voice guidance and AI responses can be displayed as captions.

This helps customers who are hard of hearing, older adults, and foreign visitors confirm guidance on the screen.

4. Easy Ordering Flow

The ordering flow is simplified so that customers can follow the sequence from menu selection and option selection to the cart, payment, and receipt printing.

Complex options, set menus, discounts, coupons, and point usage can also be presented in a way that customers can easily understand.

5. Customer Approach Detection

Cameras or sensors can be used to recognize whether a customer has approached the kiosk, remained for a certain period, or left.

When a customer approaches, the start screen can switch automatically, or guidance messages can be displayed when assistance may be needed.

6. Height and Screen-Viewing Assistance

The function can be expanded to adjust the positions of key buttons, text size, and guidance areas according to the customer's position or screen-use environment.

An accessible UI can be configured for diverse users, including wheelchair users, children, and older adults.

7. Menu and Store Administrator Website

Administrators can manage menus, categories, options, prices, out-of-stock status, store information, and kiosk status through a web interface.

For franchises and multi-location stores, headquarters and branch permissions can be separated, with structures for managing menus and events by location.

8. Ordering and Payment System Integration

BoryKiosk Solution can integrate with card payments, easy-payment services, receipt printing, POS systems, order-number issuance, and order-status display functions.

When an existing POS or payment system is used, the integration scope is discussed according to the customer's environment.

9. Coupon, Point, and Event Management

Coupons, reward points, stamps, discount events, recommended menus, and promotional banners can be applied to kiosk screens.

Store operators can display events and benefits directly on the kiosk to increase order conversion.

10. AI Customer Service and Chatbot Integration

BoryTalk or EveryTalk can be integrated to provide AI customer service through the kiosk.

Customers can interactively check menu recommendations, usage instructions, store guidance, allergen information, ordering help, public-institution guidance, and hospital reception guidance.

Available Deployment Configurations

Basic Deployment Configuration

Kiosk UI Screens
Menu and Category Management Functions
Ordering and Option Selection Functions
Shopping Cart Function
Payment Integration Module
Receipt Printing Integration
Voice Guidance Function
Caption Guidance Function
Administrator Website
Order History Management Screen
Store-Specific Operating Settings

Extended Deployment Configuration

Voice Ordering Function
AI Customer Service Chatbot Integration
POS Integration
Coupon and Point Management
Recommended Menu Function
Customer Approach Detection
Height-Adaptive UI Assistance
Large-Text and High-Contrast Mode
Multilingual Guidance
Easy-language guidance
Sign-Language Guidance Videos or Accessible Guidance Content
Sales Statistics Dashboard
Multi-Location Integrated Management
Cloud-Based Operations Server
On-Premises Deployment
Public-Institution Civil-Service Guidance Screen
Hospital Reception and Guidance Screen
Unmanned Store Customer Tracking Integration

Application Scenarios

Restaurant and Café Ordering and Payment Kiosk

A kiosk can be built around the store's ordering flow, from menu and option selection to coupons, points, payment, and receipt printing.

Applying voice ordering and easy-to-use screens enables older adults and digitally vulnerable users to use the kiosk more easily.

Multi-Location Franchise Kiosk Operations

Headquarters can manage menus, prices, events, coupons, and point policies while monitoring kiosk operating status by branch.

The system can be configured so that sales by store, number of orders, sales volume by menu item, and sales by payment method can be viewed on a dashboard.

Barrier-Free Guidance Kiosk for Public Institutions

Local governments, community service centers, and public-service offices can provide civil-service guidance, document guidance, counter guidance, reservation confirmation, queue-ticket issuance, and frequently asked questions.

Large text, voice guidance, caption guidance, and easy-language guidance can be applied to improve access to public services.

Hospital Reception and Guidance Kiosk

Reception, reservation confirmation, medical guidance, examination guidance, and payment guidance screens can be configured for hospital administration departments, reception desks, and examination guidance counters.

Caption guidance, easy-to-use screens, and step-by-step guidance can be applied for older adults and people who are hard of hearing.

Unmanned Store Operations Kiosk

Unmanned stores, self-service stores, and smart shops can provide customer ordering, payment, inquiry response, and usage guidance.

When integrated with BoryStoreTrack, customer approach, waiting, and departure flows can be analyzed to improve kiosk operations.

Exhibition and Event Guidance Kiosk

Exhibitions, trade fairs, corporate events, and promotional halls can provide visitor guidance, content selection, surveys, event participation, and coupon issuance.

When integrated with BoryMediaWall, BoryTalk, and BoryStoreTrack, it can be expanded into an interactive guidance system.

Expected Benefits

Improved Customer Accessibility

It helps older adults, people with disabilities, people who are hard of hearing, people with low vision, and foreign customers use kiosks more easily.

Reduced Order Abandonment

By simplifying complex ordering flows and providing voice ordering and AI guidance, the solution can reduce cases where customers give up midway.

Reduced Staff Workload

The kiosk handles repetitive menu guidance, order taking, payment, coupon guidance, and store-use instructions, reducing staff workload.

Acquisition of Store Operations Data

Order histories, sales volume by menu item, orders by time period, payment methods, coupon usage, and customer approach data can be analyzed to improve operations.

Enhanced Accessibility to Public Services

Public institutions and hospitals can improve guidance accessibility for citizens and patients through barrier-free kiosks.

Upgrading Existing Systems

By integrating with existing POS systems, store management systems, customer service chatbots, and unmanned-store analytics systems, the kiosk can be expanded from a simple ordering device into an AI customer service platform.

Deployment Process

1. Requirements Review

The customer's store type, ordering flow, payment method, POS structure, accessibility requirements, and operating policies are reviewed.

2. Screen Structure Design

Menu configuration, option selection, payment flow, guidance text, accessible UI, and administrator screens are designed.

3. System Integration Review

Integration feasibility is reviewed for the POS, payment module, receipt printer, coupon and point system, membership system, and store management system.

4. PoC or Pilot Store Implementation

Kiosk screens, ordering and payment, voice guidance, caption guidance, and administrative functions are validated for selected stores or selected functions.

5. Full Implementation

The kiosk UI, administrator website, ordering and payment integration, accessibility functions, and operations dashboard are implemented to match the customer's operating environment.

6. Operational Verification and Enhancement

Screen flows, menu placement, voice-order recognition, order-abandonment points, and administrative functions are improved based on actual customer usage data.

What BoryKiosk Solution Can Do

Barrier-Free Kiosk Screen Implementation
AI Customer Service Kiosk Implementation
Voice Ordering Function Application
Caption Guidance Function Application
Large-Text and High-Contrast UI Configuration
Easy Ordering Flow Design
Menu, Category, and Option Management
Ordering and Payment Process Implementation
POS and Payment System Integration
Receipt Printing Integration
Coupon, Point, and Event Management
Administrator Website Implementation
Sales and Order Statistics Dashboard Implementation
Public-Institution Civil-Service Guidance Kiosk Implementation
Hospital Reception and Guidance Kiosk Implementation
Unmanned Store Kiosk Implementation
AI Chatbot and Conversation Engine Integration
Multi-Location Kiosk Integrated Management
Cloud-Based Kiosk Operations System Implementation
On-Premises Kiosk System Implementation

Implementation Inquiry

BoryKiosk Solution can be proposed as a PoC, single-store implementation, multi-location integrated management system, public-institution guidance model, hospital reception model, or unmanned-store model according to the customer's store type, ordering and payment method, POS configuration, accessibility requirements, and administrative operating method.

Inquiry About Introducing a Barrier-Free AI Kiosk Solution
Inquiry About Implementing an AI Ordering and Payment Kiosk
Inquiry About Developing a Voice-Ordering Kiosk
Inquiry About Implementing a Public-Institution Guidance Kiosk
Inquiry About Implementing a Hospital Reception and Guidance Kiosk
Inquiry About Multi-Location Franchise Kiosk Operations
Inquiry About POS and Payment System Integration
Inquiry About AI Chatbot and Customer Service Integration
Inquiry About Implementing a Kiosk Administrator Website
Request a PoC Proposal

Important Information

BoryKiosk Solution is an AI-based kiosk implementation solution that supports customer service, ordering, payment, guidance, and accessibility improvement.

The implementation scope and functions may vary depending on the customer's store structure, POS and payment systems, kiosk hardware, network environment, accessibility requirements, and operating policies.

Voice-ordering and speech-recognition results may vary depending on store noise, microphone performance, speaking habits, menu names, language settings, and network conditions.

When camera-based customer approach detection or screen-viewing assistance is applied, the basic direction is to use non-identifying analytics intended to improve kiosk usability rather than identify individuals.

When the solution is integrated with payments, membership, points, coupons, personal information, or order histories, prior consultation is required regarding the customer's personal-information handling standards, payment-security standards, and internal operating policies.

Before introduction, the store type, ordering process, payment method, POS integration method, kiosk hardware configuration, administrator permissions, and accessibility UI standards must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryLabLink Solution

bory.ai — Thu, 6 Aug 2026 10:25:29 +0900

BoryLabLink Solution | Bory Integrated Diagnostic Laboratory Middleware Solution

A laboratory middleware solution that connects LIS, TLA, analyzers, and specimen quality classification systems to centrally manage diagnostic laboratory workflows

BoryLabLink Solution is an integrated diagnostic laboratory middleware solution that connects test orders, specimen receipt, preprocessing, analysis, post-processing, retesting, storage, and result transmission in a unified operational structure.

Diagnostic laboratories operate many systems together, including LIS, TLA, preprocessing equipment, analyzers, post-processing equipment, specimen storage systems, unsuitable specimen classification systems, and laboratory operations dashboards. When these devices and systems are separated, it is difficult to see at a glance which stage a specimen is in, which device is processing it, whether an error has occurred, whether it requires retesting, and whether result transmission has been completed.

BoryLabLink Solution collects and integrates data generated by multiple laboratory systems and is built so that specimen workflows and processing status by test stage can be checked on an administrator screen.

Rather than selling a specific device itself, this solution is a deployment-oriented solution centered on Bory-developed integrated laboratory middleware, data integration processes, web server and database, administrator dashboard, Hybrid Web/App operations screens, and BoryLabQC integration architectureprovided as its core components.

[Solution Implementation Inquiry]

[Diagnostic Laboratory Middleware Implementation Consultation]

[Laboratory Operations Dashboard PoC Inquiry]

[Request a Proposal]

Customer Challenges

Laboratory systems operate separately

In many diagnostic laboratories, LIS, TLA, analyzers, preprocessing equipment, post-processing equipment, and specimen quality classification systems are operated independently.

When systems are separated, it is difficult to view the entire workflow from specimen receipt to result transmission on one screen, and processing status at each stage must be checked manually.

BoryLabLink Solution connects laboratory data into a single operational workflow so that specimen status and test progress can be viewed in an integrated manner.

It is difficult to track which stage a specimen is in

Specimens pass through multiple stages, including receipt, sorting, preprocessing, analysis, post-processing, storage, retesting, and result transmission.

If staff cannot quickly determine where a specimen is, whether processing is delayed, whether it has stopped because of an equipment error, or whether it requires retesting, testing delays and operational confusion may occur.

BoryLabLink Solution integrates specimen IDs, barcodes, test orders, equipment status, processing stages, and error events to enable specimen workflow tracking.

It is difficult to quickly identify equipment errors and bottlenecks

During laboratory operations, delays or errors at a particular device can affect the entire testing workflow.

However, when equipment processing status and error events are distributed across systems, it is difficult to identify bottlenecks immediately.

BoryLabLink Solution enables users to view throughput by device, waiting status, error occurrences, and bottlenecks by stage on a dashboard.

Unsuitable specimen classification results are separated from laboratory workflows

Even after introducing an AI unsuitable specimen classification system, practical usability may be limited if its results are not connected to the laboratory middleware or LIS workflow.

BoryLabLink Solution integrates with BoryLabQC Solution to reflect unsuitable specimen classification results in laboratory workflows and connect them to statuses such as retest, recollection, hold, and review required.

It is difficult to manage laboratory operations data through reports

Specimen throughput, error counts, unsuitable specimen occurrences, retest targets, and processing status by device are important data for laboratory quality control and operational improvement.

BoryLabLink Solution stores laboratory operations data and provides it through dashboards and reports for use in quality control and workflow improvement.

Solution Overview

BoryLabLink Solution is a middleware implementation solution that connects multiple diagnostic laboratory systems and equipment data and centrally manages specimen workflows and laboratory operating status.

Key functions include:

Test order data integration
Specimen ID and barcode data integration
Management of specimen receipt, preprocessing, analysis, and post-processing status
LIS integration
TLA system integration
Analyzer data integration
Collection of equipment status and error events
Integration of unsuitable specimen classification results
BoryLabQC Solution integration
Management of retest, recollection, and hold status
Laboratory operations database implementation
Real-time processing status dashboard implementation
Bottleneck analysis by stage
Laboratory operations report generation
Hybrid Web/App operations screens
On-premises implementation within the hospital internal network
External system API integration

Key Features

1. Integrated Laboratory System Connectivity

BoryLabLink Solution serves as middleware connecting data among LIS, TLA, analyzers, preprocessing and post-processing equipment, specimen quality classification systems, and laboratory dashboards.

Test orders, specimen IDs, barcodes, processing stages, equipment status, error information, and result information can be integrated according to the laboratory workflow.

2. Specimen Workflow Tracking

After a specimen is received, users can check its status through preprocessing, analysis, post-processing, storage, retesting, and result transmission.

Tracking the progress of each specimen enables faster identification of operational issues such as testing delays, missed processing, retest targets, and equipment errors.

3. Test Order and Barcode Integration

Test orders and specimen barcode information generated by the LIS or laboratory operations system can be integrated into the middleware.

Based on specimen IDs and test orders, specimen processing status, equipment processing history, classification results, and retest status can be connected and managed.

4. Equipment Status and Error Event Management

Status information and error events can be collected from preprocessing equipment, analyzers, post-processing equipment, storage equipment, and other devices.

Normal, waiting, error, and processing statuses for each device can be checked on the dashboard, enabling staff to respond quickly when errors occur.

5. Preprocessing, Analysis, and Post-processing Workflow Management

BoryLabLink Solution can be configured as middleware that connects pre-analytical and post-analytical operational workflows.

It can be used to systematize the entire laboratory process, including specimen receipt, sorting, transport, waiting for analysis, result review, storage, and retest requests.

6. BoryLabQC Integration

BoryLabLink Solution can connect AI unsuitable specimen classification results from BoryLabQC Solution to the laboratory workflow.

Classification results such as insufficient specimen volume, suspected hemolysis, labeling errors, and poor barcode recognition can be transmitted to the middleware and linked to retest, recollection, hold, and review-required statuses.

7. Real-time Operations Dashboard

Laboratory managers can use the dashboard to view specimen processing status, processing status by device, error occurrences, retest targets, unsuitable specimen occurrences, and bottlenecks by stage.

By viewing the entire laboratory workflow at a glance, operational efficiency and quality control can be improved.

8. Laboratory Operations Database Implementation

BoryLabLink Solution can be implemented on a web server and database architecture that stores and retrieves laboratory operations data.

Specimen status, processing history, equipment status, error history, user logs, and report data can be stored for operational analysis and quality control.

9. Hybrid Web/App Operations Screens

Depending on the laboratory environment, operational status can be checked through PC web, tablet, and mobile screens.

Screens can be configured by role so that laboratory managers, operators, equipment staff, and quality control staff can view the information they need.

10. Customized Integration for Customer Environments

Equipment configurations, data formats, workflows, classification criteria, and report formats may differ among laboratories.

BoryLabLink Solution can adjust integration items, screen configurations, database structures, APIs, and report formats to the customer's environment.

Available Implementation Configurations

Basic Implementation Configuration

Test order integration module
Specimen ID and barcode integration module
Specimen status management module
Preprocessing status management module
Analysis status management module
Post-processing status management module
Equipment status collection module
Error and event management module
Laboratory operations database
Web server
Administrator dashboard
Operations status inquiry screen

Extended Implementation Configuration

LIS integration
TLA system integration
Analyzer integration
Integration of BoryLabQC specimen quality classification results
Retest and recollection status management
Unsuitable specimen statistics dashboard
Throughput analysis by device
Bottleneck analysis by stage
Laboratory operations report generation
Hybrid Web/App screens
User permission management
On-premises implementation within the hospital internal network
External system API integration
Customization of workflows by institution
Quality control report automation
Equipment error alert integration

Application Scenarios

Integrated Diagnostic Laboratory Operations

The entire diagnostic laboratory workflow, from specimen receipt through result transmission, can be centrally managed.

Laboratory staff can check which stage a specimen is in, which device is processing it, and whether there are errors or retest targets.

Laboratory Automation System Integration

Operational data can be connected with laboratory automation equipment such as TLA, preprocessing equipment, analyzers, post-processing equipment, and specimen storage systems.

Centralized management of equipment processing status and testing workflows through middleware can improve laboratory operating efficiency.

Unsuitable Specimen Management Integration

Through integration with BoryLabQC Solution, unsuitable specimen classification results can be reflected in laboratory workflows.

Quality issues such as insufficient specimen volume, suspected hemolysis, labeling errors, and poor barcode recognition can be managed in the middleware and linked to follow-up processing status.

Retest and Recollection Management

Specimens requiring retesting, recollection, holding, or review can be managed within the laboratory workflow.

Storing classification results together with processing histories supports analysis of testing delays and quality control.

Laboratory Operations Dashboard

Laboratory managers can use the dashboard to view specimen processing counts, throughput by stage, status by device, error occurrences, retest status, and unsuitable specimen occurrences.

Viewing operational status as data makes it easier to identify laboratory bottlenecks and quality control issues.

Hospital Internal Network Implementation

The solution can be implemented within a hospital internal network or closed network to protect patient information and test data.

Servers, databases, middleware, dashboards, and operations screens are configured according to the hospital's security policies.

Expected Benefits

Integrated Laboratory Workflow Management

By connecting data across distributed equipment and systems, specimen workflows and testing status can be managed in a single operational structure.

Reduced Testing Delays and Omissions

Tracking specimen status and processing stages enables faster identification of testing delays, missed processing, retest targets, and error situations.

Identification of Equipment and Process Bottlenecks

Laboratory bottlenecks can be identified by analyzing throughput by device, waiting status by stage, and error occurrences.

More Efficient Response to Unsuitable Specimens

By connecting AI specimen quality classification results with laboratory operating status, follow-up handling of unsuitable specimens can be managed more systematically.

Quality Control Data Collection

Laboratory operations data, error histories, retest histories, and unsuitable specimen status can be accumulated for quality control and operational improvement.

Enhancement of Existing Systems

Laboratory automation can be advanced by adding middleware and web-based operations screens to existing LIS, TLA, analyzer, and dashboard environments.

Implementation Process

1. Requirements Review

We review the customer's laboratory operating methods, LIS and TLA configuration, equipment integration scope, testing processes, internal network policies, and security standards.

2. Data Structure Analysis

We analyze the formats and flows of test order, specimen ID, barcode, equipment status, error information, classification result, and processing status data.

3. Integration Scope Definition

We define which systems will be integrated among LIS, TLA, analyzers, preprocessing equipment, post-processing equipment, BoryLabQC, existing middleware, and laboratory dashboards.

4. PoC Implementation

Using selected equipment or test processes, we verify the feasibility of data integration, specimen status tracking, dashboard visualization, and error event management.

5. Middleware System Implementation

We implement data collection, status management, database storage, API integration, administrator screens, and dashboards according to the laboratory workflow.

6. Operations Screen Implementation

We configure web and app screens that laboratory managers, operators, equipment staff, and quality control staff can use according to their roles.

7. Operational Validation and Enhancement

Based on actual laboratory operations data, we improve integration stability, processing status criteria, error management, report formats, and dashboard usability.

What BoryLabLink Solution Can Do

Implement integrated diagnostic laboratory middleware
Test order data integration
Specimen ID and barcode data integration
Management of specimen receipt, preprocessing, analysis, and post-processing status
Integrate LIS, TLA, and analyzer data
Collection of equipment status and error events
Integration of unsuitable specimen classification results
BoryLabQC Solution integration
Manage retest and recollection targets
Laboratory operations database implementation
Implement a real-time laboratory processing status dashboard
Bottleneck analysis by stage
View throughput by device
Laboratory operations report generation
Hybrid Web/App operations screens
On-premises implementation within the hospital internal network
Integrate customer system APIs
Implement an integrated diagnostic laboratory operations platform

Implementation Inquiries

Depending on the hospital or laboratory's system configuration, equipment integration scope, laboratory procedures, and internal network policies, BoryLabLink Solution can be proposed as a PoC, single-process integration, integrated middleware implementation, BoryLabQC integration, or hospital internal network implementation.

Integrated diagnostic laboratory middleware solution inquiry
LIS, TLA, and analyzer integration inquiry
Laboratory operations dashboard implementation inquiry
Specimen processing status monitoring system inquiry
BoryLabQC specimen quality classification integration inquiry
Retest and unsuitable specimen management system inquiry
Hospital internal network on-premises implementation inquiry
Hybrid Web/App operations screen implementation inquiry
Institution-specific laboratory workflow customization inquiry
Request a Proposal

Important Information

BoryLabLink Solution is an integrated middleware solution that supports data integration and workflow management in diagnostic laboratories.

This solution is a system for connecting and managing test orders, specimen status, equipment status, testing workflows, and operational data, and is not represented as a medical device for disease diagnosis, treatment, or prevention.

Final determination of test results and medical judgments must be performed according to the procedures of the hospital or testing institution, staff verification, and applicable regulations.

The available integration scope may vary depending on the customer's LIS, TLA, analyzers, equipment interfaces, data formats, network policies, and security policies.

When integrated with medical information such as patient information, test orders, and specimen IDs, prior consultation is required regarding personal information protection, medical information security, hospital internal network policies, and data storage and transmission standards.

Before implementation, the target systems, data formats, laboratory processes, server configuration, user permissions, security policies, and operations screen configuration must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryLabQC Solution

bory.ai — Thu, 6 Aug 2026 10:23:31 +0900

BoryLabQC Solution | Bory AI Unsuitable Specimen Classification Solution |

An AI specimen quality management solution that analyzes specimen images and laboratory data to identify unsuitable specimens and support quality control operations in diagnostic laboratories

BoryLabQC Solution is an AI-based specimen quality classification solution built to analyze specimen conditions and determine whether specimens are unsuitable based on specimen images and laboratory operations data generated in diagnostic laboratories.

Diagnostic laboratories may encounter various unsuitable-specimen issues, including insufficient specimen volume, hemolysis, icterus, lipemia, labeling errors, poor barcode readability, container abnormalities, and specimen-type mismatches. These specimen quality problems can lead to testing delays, recollection, retesting, potential result errors, and increased laboratory workload.

BoryLabQC Solution is tailored to each customer's laboratory environment and includes specimen image analysis, image preprocessing, specimen-region recognition, label and barcode verification, unsuitable-specimen classification algorithms, a laboratory operations dashboard, middleware integration, and LIS/TLA integration.

Rather than selling a specific piece of equipment, this solution is an implementation-focused solution centered on Bory-developed AI specimen classification software, image processing, laboratory data integration, web server and database, administrator dashboard, and Hybrid Web/App operations interface.

[Solution Adoption Inquiry][AI Unsuitable Specimen Classification Consultation][Diagnostic Laboratory PoC Inquiry][Request a Proposal]

Customer Challenges

Unsuitable specimen checks occur repeatedly

Diagnostic laboratories must repeatedly check for unsuitable specimens during accessioning, preprocessing, analysis, and post-processing.

Issues such as insufficient specimen volume, suspected hemolysis, suspected icterus, suspected lipemia, labeling errors, and barcode recognition errors often depend on visual inspection and staff experience.

BoryLabQC Solution analyzes specimen images with AI to assist unsuitable-specimen classification and helps staff quickly identify specimens requiring review.

It is difficult to apply specimen quality criteria consistently

Specimen assessment may vary depending on staff experience, workload, lighting conditions, imaging conditions, and laboratory standards.

BoryLabQC Solution applies image-analysis algorithms and institution-specific criteria to systematize specimen quality assessment and improve consistency in quality control standards.

It is difficult to manage unsuitable specimen occurrence data

Even when unsuitable specimens occur, laboratory operations are difficult to improve unless counts by type, time-based status, equipment-level processing status, and retest or recollection status are systematically managed.

BoryLabQC Solution stores classification results and processing histories in a database and supports dashboard monitoring of unsuitable specimen occurrences.

Specimen images and laboratory operations data are separated

Specimen images are often stored on imaging devices or equipment, test orders and specimen IDs are held in the LIS or middleware, and processing status is managed in separate systems.

BoryLabQC Solution connects specimen images, specimen IDs, barcodes, test orders, classification results, and processing status in a single workflow linked to laboratory quality control operations.

AI classification must be added to existing laboratory automation systems

Institutions already operating an LIS, TLA, analyzers, pre-analytical equipment, post-analytical equipment, and laboratory middleware need to add AI classification capabilities rather than replace their existing systems.

BoryLabQC Solution can integrate with BoryLabLink Solution or the customer's existing middleware so that unsuitable-specimen classification results are reflected in laboratory workflows.

Solution Overview

BoryLabQC Solution is a diagnostic laboratory quality management solution that combines AI analysis of specimen images with laboratory operations data integration.

Key functions include:

Specimen image input and collection
Specimen image preprocessing
Specimen-region recognition
Analysis of insufficient specimen volume
Analysis of suspected hemolysis, icterus, and lipemia
Label and barcode status verification
Specimen container condition verification
Unsuitable specimen type classification
Storage and retrieval of classification results
Laboratory quality management dashboard implementation
LIS, TLA, and middleware integration
BoryLabLink Solution integration
Retest and recollection status integration
Unsuitable specimen statistical report generation
On-premises deployment on the hospital internal network

Key Features

1. Specimen Image-Based Quality Classification

BoryLabQC Solution uses AI to analyze specimen images and determine specimen condition and possible quality abnormalities.

Analysis targets can include specimen volume, color, layer separation, turbidity, label position, barcode visibility, and container condition—items considered important in laboratory operations.

2. Unsuitable Specimen Type Classification

Unsuitable specimen types can be classified according to laboratory operating standards.

For example, the following types can be configured:

Insufficient specimen volume
Suspected hemolysis
Suspected icterus
Suspected lipemia
Labeling error
Poor barcode readability
Specimen container abnormality
Specimen-type mismatch
Specimen requiring recheck

Classification items can be adjusted according to each institution's testing standards and workflows.

3. Specimen Image Preprocessing

BoryLabQC Solution preprocesses captured specimen images into a form suitable for analysis.

It prepares the base data for AI classification by applying lighting correction, specimen-region extraction, background removal, color correction, container-region separation, label-region separation, and barcode-region detection.

4. Specimen Region, Label, and Barcode Analysis

The actual specimen region inside the container can be distinguished from the label and barcode regions for analysis.

Insufficient specimen volume, label attachment status, barcode readability, and external container condition can be used as laboratory quality management items.

5. Classification Result Review Screen

Laboratory staff can view specimen images, AI classification results, unsuitable specimen type, confidence score, specimen ID, accession time, and processing status on a web or administrator screen.

The system can be configured so staff review the AI's initial classification and, when necessary, mark the case as confirmed, on hold, retest requested, or recollection requested.

6. Laboratory Operations Dashboard

Administrators can use the dashboard to view unsuitable specimen occurrences, rates by type, time-based trends, equipment-level processing status, and retest or recollection status.

Statistical screens and reporting functions can be configured for laboratory quality management, operational improvement, and internal reporting.

7. LIS, TLA, and Middleware Integration

BoryLabQC Solution can integrate with the customer's LIS, TLA, laboratory middleware, analyzers, and pre-analytical equipment.

Specimen IDs, barcodes, test orders, classification results, and processing status are integrated so unsuitable-specimen results are reflected in laboratory workflows.

8. BoryLabLink Solution Integration

BoryLabQC Solution can integrate with BoryLabLink Solution and expand into an integrated diagnostic laboratory operations architecture.

Unsuitable-specimen results can be sent to BoryLabLink middleware and linked to laboratory processes for retesting, recollection, holding, or required review.

9. Hybrid Web/App Operations Interface

PC web, tablet, and mobile interfaces can be configured according to the laboratory environment.

Specimen result review, unsuitable specimen list lookup, processing status changes, dashboard viewing, and report lookup can be provided through a Hybrid Web/App interface.

10. Hospital Internal Network Deployment

The solution can be deployed on a hospital internal network or closed network to protect patient information and laboratory data.

Servers, databases, AI classification modules, dashboards, user access control, and log management are configured according to hospital security policies.

Available Deployment Configurations

Basic Deployment Configuration

Specimen image input module
Image preprocessing module
Specimen-region analysis module
Label and barcode region analysis module
Unsuitable specimen classification algorithm
Classification result database
Specimen classification result lookup screen
Administrator dashboard
Unsuitable specimen statistics screen
User access control

Extended Deployment Configuration

Specimen imaging device integration
Existing laboratory equipment image integration
LIS integration
TLA system integration
BoryLabLink middleware integration
Retest and recollection status management
Test order data integration
Equipment-level processing status integration
Unsuitable specimen report generation
Hybrid Web/App operations interface
On-premises deployment on the hospital internal network
Institution-specific classification criteria customization
External laboratory operations system API integration
Automated laboratory quality management report generation

Application Scenarios

Unsuitable Specimen Classification in Diagnostic Laboratories

Specimen images received or preprocessed in a diagnostic laboratory can be analyzed to perform an initial assessment of specimen suitability.

Staff can review AI results and decide whether retesting, recollection, holding, or further confirmation is required according to institutional criteria.

Pre-Analytical Specimen Quality Management

The solution can be used as a quality management system to check specimen volume, container condition, label condition, and barcode status during pre-analytical processing.

Early identification before an unsuitable specimen reaches the analytical stage helps reduce testing delays and workflow confusion.

Enhancement of Laboratory Automation Systems

AI specimen classification can be added to existing laboratory automation systems through integration with the LIS, TLA, analyzers, pre-analytical equipment, and laboratory middleware.

Image-based quality management capabilities can be expanded while retaining existing systems.

Retest and Recollection Management

Specimens requiring retesting or recollection due to insufficient volume, suspected hemolysis, labeling errors, barcode errors, or similar issues can be quickly classified and managed.

Storing classification results and processing history supports retest management and analysis of testing delays.

Laboratory Quality Management Dashboard

Laboratory managers can view unsuitable specimen counts, rates by type, time-based occurrence status, processing status, and equipment-level processing status on a dashboard.

The data can support quality management meetings, internal reporting, and workflow improvement.

Enhanced Operations for Reference Laboratories and Testing Centers

For reference laboratories and testing centers processing large specimen volumes, specimen quality classification and processing status management are critical.

BoryLabQC Solution can systematically manage large volumes of specimen images and classification results and improve laboratory operating efficiency.

Expected Benefits

Improved Efficiency of Unsuitable Specimen Checks

A workflow in which AI performs an initial analysis of specimen images and staff review the results can reduce repetitive visual inspection.

Early Identification of Testing Delay Factors

Problems that may cause testing delays—such as insufficient volume, suspected hemolysis, labeling errors, and poor barcode readability—can be identified early.

Consistent Quality Management Standards

Institution-specific criteria can be reflected in the AI model and operations interface to reduce variation among staff decisions and improve consistency in quality management.

Accumulation of Laboratory Operations Data

Unsuitable specimen type, occurrence time, processing status, retest status, and equipment-level processing information can be stored and used for laboratory operations analysis.

Enhancement of Existing Systems

Adding AI specimen quality classification to existing LIS, TLA, middleware, and dashboard environments can raise the level of laboratory automation.

Stronger Laboratory Quality Management Reporting

Reports on unsuitable specimen occurrences and processing history can support internal reporting, quality management, and workflow improvement.

Implementation Process

1. Requirements Review

We review the customer's specimen types, unsuitable-specimen criteria, imaging environment, laboratory system configuration, systems to be integrated, and security policies.

2. Specimen Image and Data Analysis

We analyze specimen image quality, imaging angle, lighting, container types, label positions, barcode status, existing classification criteria, and data volume.

3. Classification Item Definition

Institution-specific classification items are defined, such as insufficient specimen volume, suspected hemolysis, suspected icterus, suspected lipemia, labeling errors, and poor barcode readability.

4. PoC Implementation

Using selected specimen images and operations data, we verify AI classification feasibility, result screens, dashboard functions, and middleware integration feasibility.

5. AI Classification Model and System Implementation

Image preprocessing, specimen-region analysis, unsuitable-specimen classification algorithms, and result storage structures are built according to customer data and classification criteria.

6. Laboratory System Integration

The solution is integrated with the LIS, TLA, BoryLabLink, existing middleware, and laboratory operations systems so classification results are reflected in workflows.

7. Operational Validation and Enhancement

Using actual laboratory operations data, we improve classification criteria, screen configuration, alert thresholds, report formats, and processing status management.

What BoryLabQC Solution Can Deliver

AI unsuitable specimen classification system implementation
Specimen image-based quality classification
Analysis of insufficient specimen volume
Analysis of suspected hemolysis, icterus, and lipemia
Label condition verification
Barcode readability verification
Specimen container condition verification
Unsuitable specimen type classification
Classification result lookup screen implementation
Laboratory quality management dashboard implementation
Unsuitable specimen statistical report generation
Retest and recollection target management integration
LIS, TLA, and middleware integration
BoryLabLink Solution integration
AI classification system deployment on a hospital internal network
Hybrid Web/App operations interface
Laboratory operations data integration
Institution-specific classification criteria customization

Adoption Inquiries

BoryLabQC Solution can be proposed as a PoC, standalone classification system, middleware-integrated system, internal-network deployment, or institution-specific implementation according to the hospital or testing institution's specimen types, imaging environment, classification criteria, laboratory system architecture, and security policies.

Inquiry About Adopting the AI Unsuitable Specimen Classification Solution
Inquiry About an AI Quality Management System for Diagnostic Laboratories
Specimen Image Analysis PoC Inquiry
Inquiry About Detecting Insufficient Volume and Suspected Hemolysis
Label and Barcode Status Analysis Inquiry
Laboratory Quality Management Dashboard Implementation Inquiry
LIS, TLA, and Middleware Integration Inquiry
BoryLabLink Integration Inquiry
Hospital Internal Network On-Premises Deployment Inquiry
Institution-Specific Classification Criteria Customization Inquiry
Request a Proposal

Important Information

BoryLabQC Solution is an AI-based specimen quality classification solution designed to assist specimen quality management operations in diagnostic laboratories.

This solution supports unsuitable-specimen classification based on specimen images and laboratory data and is not presented as a medical device for disease diagnosis, treatment, or prevention.

AI classification results are reference information that supports laboratory staff decisions. Final specimen suitability decisions and follow-up actions must be performed according to the institution's laboratory operating standards and staff verification procedures.

Analysis performance and implementation methods may vary depending on specimen image quality, imaging angle, lighting, container type, label condition, barcode position, specimen type, and institution-specific classification criteria.

When integrated with hospital data such as patient information, test orders, and specimen IDs, prior consultation is required regarding personal data protection, medical information security, hospital internal network policies, and data storage and transmission standards.

Before adoption, the specimen types, imaging environment, classification items, unsuitable-specimen criteria, integrated systems, server configuration, and personal data processing standards must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryTinnitus Solution

bory.ai — Thu, 6 Aug 2026 10:04:26 +0900

BoryTinnitus Solution | Bory EEG-Based Tinnitus Analysis and Relief Music Generation Solution |

An AI sound healthcare solution that analyzes EEG biosignals and user tinnitus data to generate and recommend personalized tinnitus relief music

BoryTinnitus Solution is an AI-based tinnitus analysis and music generation solution designed to analyze EEG biosignal data, user tinnitus status information, listening feedback, and preferred sound data, and to generate and recommend personalized tinnitus relief music and masking sound content.

Tinnitus differs from one user to another in perceived frequency, intensity, discomfort, duration, stress response, impact on sleep, and listening environment. Therefore, providing the same music or masking sound to every user cannot fully reflect individual responses.

BoryTinnitus Solution combines EEG-based biosignal analysis with users' subjective tinnitus input data to record each user's tinnitus status and content response, and supports the development of personalized tinnitus relief music services by integrating with Songle, Bory's AI music generation technology.

It can be used by hearing centers, hospitals, research institutes, universities, digital healthcare companies, tinnitus management service providers, and AI music service companies when building tinnitus analysis and personalized sound content services.

[Inquire About Solution Deployment]

[Consultation on Building a Tinnitus Relief Music Service]

[Inquiry About an EEG-Based Tinnitus Analysis PoC]

[Request a Proposal]

Customer Challenges

Tinnitus is perceived very differently by each individual

The pitch, loudness, duration, discomfort, and stress level of tinnitus vary from user to user.

Even when listening to the same masking sound or music, some users may feel comfortable while others may experience little or no benefit.

BoryTinnitus Solution records each user's tinnitus status, EEG biosignals, and listening feedback together to support analysis of individual responses.

Existing tinnitus content lacks personalization

Many tinnitus relief contents are provided in general forms such as white noise, nature sounds, or sounds based on fixed frequencies.

However, content delivery structures that reflect a user's tinnitus frequency, discomfort, listening preferences, and EEG responses are often limited.

BoryTinnitus Solution can establish a structure for personalized music generation and content recommendations based on user data.

Changes before and after music listening are not managed as data

Service advancement is difficult unless the system records which music a user listened to, how discomfort changed before and after listening, and how EEG signals changed.

BoryTinnitus Solution is built to store and analyze pre- and post-listening status inputs, EEG data, content usage history, and feedback data together.

A system is needed to support both tinnitus research and service operation

Research institutes need to systematically collect EEG data and user feedback, while service companies need to provide personalized content based on those data.

BoryTinnitus Solution can be built with user interfaces, researcher interfaces, an administrator dashboard, and music generation and recommendation functions, taking both research data collection and commercial service operation into account.

Solution Overview

BoryTinnitus Solution is a deployable solution that combines EEG-based tinnitus analysis with AI music generation technology.

Key features include the following.

Collect EEG Biosignal Data
Enter and Record Tinnitus Condition
Manage Feedback on Tinnitus Intensity and Discomfort
Input of tinnitus frequency and preferred sounds
Record Changes Before and After Music Listening
EEG-based user response analysis
Generation of personalized tinnitus relief music
Recommendations for masking sounds, white noise, and sound content
Songle Tinnitus Service Integration
Development of user app and web interfaces
Development of a researcher data management interface
Administrator Dashboard Development
Generation of individual and group analysis reports
External Healthcare Service API Integration

Key Features

1. EEG Biosignal-Based Tinnitus Response Analysis

BoryTinnitus Solution is configured to collect EEG biosignal data and analyze it together with users' tinnitus status records.

EEG data can be managed together with user feedback before and after listening to music, resting, or listening to specific masking sounds.

This allows researchers and service operators to identify which sound content produces a more stable response for each user.

2. Tinnitus Status Input and Recording

Users can enter their tinnitus status through an app or web interface.

The input fields can be configured as follows.

Tinnitus intensity
Tinnitus discomfort
Time of tinnitus occurrence
Perceived left-right location
Perceived frequency
Impact on sleep
Stress level
Changes before and after listening
Preferred sounds
Listening satisfaction

The input fields can be adjusted according to the purpose of the institution or service.

3. Personalized Tinnitus Relief Music Generation

BoryTinnitus Solution integrates with Bory's AI music generation technology to generate personalized tinnitus relief music for each user.

Based on the user's tinnitus status, preferred timbre, listening feedback, and EEG response data, the service can be expanded to sound content that reflects suitable music styles, tempos, timbres, frequency characteristics, and repetitive structures.

4. Integration with Songle Tinnitus Service

BoryTinnitus Solution can integrate with Songle Tinnitus Service to build a tinnitus relief music generation and recommendation service.

Using Songle-based AI music generation technology makes it possible to go beyond general masking sounds and expand into a personalized music service that reflects each user's response data.

Users can listen to music suited to their condition and leave feedback after listening, while the service can use those data to improve recommendation and generation results.

5. Masking Sound and White Noise Content Recommendations

In addition to tinnitus relief music, the service can recommend various sound contents such as masking sounds, white noise, nature sounds, calming sounds, and concentration sounds.

Content recommendation methods can be configured based on the user's tinnitus frequency, discomfort, listening environment, preferences, and feedback.

6. Analysis of Pre- and Post-Listening Status Changes

Users can record changes in their condition before and after listening to music or masking sounds.

BoryTinnitus Solution compares tinnitus intensity, discomfort, stress level, EEG responses, and listening satisfaction before and after listening to analyze each user's response to content.

The results can be used to improve the service by identifying which music or sounds are more suitable for each user.

7. Development of User App and Web Interfaces

Through an app or web interface, users can record their tinnitus status, listen to recommended music, and review their listening history and analysis results.

The user interface can include the following functions.

Tinnitus status recording
Review of EEG measurement records
Playback of recommended music
Masking sound selection
Input of pre- and post-listening feedback
Status change graph
Individual listening history
Personalized music recommendation list

8. Researcher and Administrator Dashboard

Research institutes, hospitals, hearing centers, and service operators can review individual user data and group statistics through the administrator dashboard.

The dashboard can include the following functions.

Review of individual tinnitus records
Review of EEG measurement history
Response analysis by music content
Analysis of status changes before and after listening
Group statistics
Data search by research condition
Generate Analysis Reports
User management
Content management

9. Analysis Report Generation

BoryTinnitus Solution can generate analysis reports for individual users or groups.

Reports may include tinnitus status records, EEG data summaries, listened-to content, feedback changes, responses to recommended music, and status changes over time.

Report formats can be adjusted for different purposes, including research institute reports, service operation reports, and user summary reports.

10. Integration with External Healthcare Services

BoryTinnitus Solution can connect through APIs to a customer's existing apps, web services, healthcare platforms, user account systems, consultation systems, and content services.

It can be implemented by adding EEG-based tinnitus analysis, personalized music generation, listening feedback, and reporting functions to an existing service.

Available Deployment Configurations

Basic Deployment Configuration

EEG data collection module
Tinnitus Condition Input Screen
Pre- and post-listening feedback input function
Listening-History Management by User
Biosignal data storage module
Tinnitus Analysis Algorithm
User App or Web Interface
Administrator Dashboard
Analysis result viewing interface
Basic report generation function

Extended Deployment Configuration

Songle Tinnitus Service Integration
Personalized Tinnitus-Relief Music Generation
Masking sound and white noise recommendation function
Tinnitus Frequency Information Input
Preferred sound input function
Response analysis by content
EEG-based listening response analysis
Statistics by user group
Researcher Data-Management Screen
Institutional administrator permission management
Music content management function
Analysis report customization
External Healthcare Service API Integration
Cloud server deployment
On-premises server deployment
Data anonymization and research dataset construction
User consent management function

Application Scenarios

Development of a tinnitus relief music service

The solution can be built as a service that provides personalized tinnitus relief music based on tinnitus status and EEG data.

Users can enter their condition, listen to recommended music, and record changes before and after listening.

Service operators can continuously improve music recommendation and generation functions based on user response data.

Support service for hearing centers and hospitals

Hearing centers, hospitals, and consultation organizations can use the solution as a support system for managing users' tinnitus status records, EEG measurement results, and music listening feedback.

Changes in status before and after consultations, content usage history, and analysis reports can be used as reference information.

Tinnitus research at universities and research institutes

Universities and research institutes can collect and analyze EEG-based tinnitus response data, changes before and after sound listening, user questionnaires, and tinnitus frequency information.

Research datasets can be created by managing music content, masking sounds, user groups, and measurement sessions by research condition.

Integrate with Digital Healthcare Services

Healthcare companies can integrate BoryTinnitus Solution into existing apps or web services to add tinnitus analysis, personalized music recommendations, status recording, and reporting functions.

It can be operated together with user accounts, content playback, consultation services, and subscription services.

Songle-based personalized sound service

Songle AI music generation technology can be used to expand the service into one that generates music content tailored to each user's tinnitus status and preferences.

By combining AI composition technology with biosignal analysis technology, Bory can create a differentiated tinnitus sound service of its own.

Institutional tinnitus management service for broad deployment

When welfare organizations, local governments, or hearing support organizations operate tinnitus management support services, user accounts, device management, listening history, feedback, and reporting functions can be configured together.

Expected Benefits

Establishing a foundation for personalized tinnitus content

The solution establishes a foundation for providing sound content that is more suitable for each individual based on the user's tinnitus status, EEG responses, and listening feedback.

Combining music generation technology with tinnitus management services

Bory's AI music generation technology can be connected to tinnitus relief content to create a service differentiated from general white noise or fixed masking sounds.

Converting Tinnitus Condition into Data

A data-driven management structure can be created by recording users' subjective tinnitus status together with EEG data, feedback, and listening history.

Securing Research and Development Data

Tinnitus frequency, EEG data, listening content, and user feedback can be collected together for tinnitus analysis and sound-content research.

Continuous Service Improvement

Recommended music, masking sounds, analysis algorithms, and service interfaces can be continuously improved based on listening responses and feedback.

Establishing an institutional management framework

Hospitals, hearing centers, research institutes, and healthcare companies can manage individual user data and group statistics and systematize service operation and research through analysis reports.

Deployment Process

1. Requirements Review

We review the customer's service purpose, target users, EEG device configuration, scope of music generation, data collection fields, and personal data processing standards.

2. Data Structure Design

We design how EEG data, tinnitus status inputs, listening history, music content, feedback, user accounts, and analysis results will be stored and managed.

3. PoC Development

For a subset of users or music content, we validate EEG data collection, tinnitus status input, music recommendations, feedback, and administrator interfaces.

4. Music Generation and Recommendation Structure Design

We design a structure for personalized music generation, masking sound recommendations, and content feedback application by integrating with Songle Tinnitus Service.

5. User and Administrator Interface Development

We develop user app and web interfaces, researcher interfaces, administrator dashboards, music content management interfaces, and analysis report interfaces.

6. External Service Integration

We integrate the solution with existing healthcare apps, user account systems, content services, consultation systems, and payment and subscription systems.

7. Operational Verification and Enhancement

Based on actual user data, we improve music recommendations, feedback input methods, analysis reports, administrator functions, and content generation methods.

What BoryTinnitus Solution Can Do

Develop an EEG-based tinnitus analysis system
Develop a tinnitus status input and recording system
Manage Feedback on Tinnitus Intensity and Discomfort
Record Changes Before and After Music Listening
Listening-History Management by User
Analyze Tinnitus Response Based on EEG
Songle Tinnitus Service Integration
Generation of personalized tinnitus relief music
Develop masking sound and white noise recommendation functions
Development of user app and web interfaces
Develop a researcher data management dashboard
Develop a music content management system
Generate Analysis Reports
Develop support services for hearing centers and hospitals
Manage research tinnitus datasets
External Healthcare Service API Integration
Develop a cloud-based tinnitus management service
Develop an on-premises research and institutional system

Implementation Inquiries

BoryTinnitus Solution can be proposed as a PoC, research deployment, institutional deployment, service integration, or app and web service development project according to the customer's service purpose, target users, EEG data collection method, tinnitus status input fields, scope of music generation, content integration method, and personal data processing standards.

Inquiry About Introducing an EEG-Based Tinnitus Analysis and Relief Music Generation Solution
Inquiry About Building a Tinnitus Relief Music Service
Inquiry About Integrating Songle Tinnitus Service
Inquiry About an EEG-Based Tinnitus Analysis PoC
Inquiry About Support Services for Hearing Centers and Hospitals
Inquiry About a Research Tinnitus Data Collection System
Inquiry About Developing User App and Web Interfaces
Inquiry About a Researcher Data Management Dashboard
Inquiry About API Integration with External Healthcare Services
Request a Proposal

Important Information

BoryTinnitus Solution is a solution for research, development, and support services that provides EEG biosignal-based tinnitus status analysis and personalized tinnitus relief music generation and recommendations.

This solution is not a medical device intended for the diagnosis, treatment, or prevention of disease and does not guarantee a medical diagnosis of tinnitus or any therapeutic effect.

Tinnitus analysis and music recommendations are reference information for condition records and service support and do not replace medical judgment.

Users should seek care from a qualified medical institution if tinnitus symptoms are severe or suddenly worsen.

EEG data and analysis results may vary according to wearing condition, user movement, environment, signal quality, duration of use, and individual biosignal differences.

The perceived effects of music listening and tinnitus relief vary by individual, and no specific outcome is guaranteed.

When storing or transmitting biosignal data, tinnitus information, listening history, or feedback, prior agreement is required regarding privacy and data-security policies.

When generating or providing music content, the content copyright, scope of use, service delivery method, and user consent standards must be reviewed in advance.

Before introduction, the intended use, data collection method, analysis fields, scope of music generation, service integration method, and personal data processing standards must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

Bory fNIRS Solution

bory.ai — Wed, 5 Aug 2026 10:52:14 +0900

Bory fNIRS Solution | Bory fNIRS Cerebral Blood Flow Data Analysis Solution

A biosignal data analysis solution that collects and analyzes fNIRS-based cerebral blood flow change data and extends it into an AI analysis system tailored to research and development purposes

Bory fNIRS Solution is a cerebral blood flow data analysis solution that builds data collection structures, analysis algorithms, dashboards, servers, and AI model integration functions so that fNIRS-based cerebral blood flow change data can be collected and analyzed in research and development environments.

Cerebral blood flow change data can be used in a wide range of research and development fields, including cognitive response, stimulus response, concentration, changes in user condition, learning response, fatigue, and stress response. However, purchasing equipment alone is not enough to use fNIRS data in actual research or service development. Data collection, preprocessing, experiment design, analysis screens, data storage, AI model integration, and result visualization must be configured together.

Bory fNIRS Solution builds an fNIRS data analysis environment tailored to the purposes of research institutes, universities, corporate laboratories, AI data teams, healthcare service development teams, individual researchers, and independent developers.

It can be based on the Bory fNIRS Developer Kit or integrated with biosignal equipment already owned by the customer, and expanded into a cerebral blood flow data analysis system, a research dashboard, an AI data collection system, or a biosignal-based service prototype.

[Solution Adoption Inquiry][fNIRS Data Analysis Consultation][Research PoC Inquiry][Request a Proposal]

Customer Challenges

It is difficult to build a research system with fNIRS equipment alone

Using fNIRS data requires not only sensor data collection but also experiment conditions, stimulus events, user information, time synchronization, data storage, and analysis screens.

Bory fNIRS Solution builds a data collection and analysis system tailored to research and development purposes rather than focusing only on equipment.

It is difficult to know how to begin cerebral blood flow data analysis

Even when research teams or developers want to collect cerebral blood flow data, it may be difficult to determine what data to store, what screens are needed, and how the data should be analyzed.

Bory fNIRS Solution supports the design of data fields, analysis workflows, experiment records, dashboards, and result report structures according to the research purpose.

It is difficult to connect biosignal data to AI models

Because cerebral blood flow data is time-varying biosignal data, AI model development requires data preprocessing, labeling, segment separation, feature extraction, and training dataset construction.

Bory fNIRS Solution builds data storage structures and analysis pipelines so that fNIRS data can be used as AI training data.

Researchers and developers need a dashboard they can use

Even when measurement data is available, analysis and experiment management are difficult without screens that researchers can review easily.

Bory fNIRS Solution can provide real-time data monitoring, experiment-specific data lookup, user-specific records, stimulus event display, analysis result visualization, and CSV- or API-based data export functions.

We want to integrate cerebral blood flow data with an existing service

Integrating cerebral blood flow data into existing services such as education, healthcare, concentration analysis, user condition analysis, and research platforms requires APIs and a server architecture.

Bory fNIRS Solution can be built with an architecture that integrates fNIRS data with apps, web services, servers, AI models, and administrator dashboards.

Solution Overview

Bory fNIRS Solution is a biosignal data analysis solution that collects, stores, analyzes, and visualizes fNIRS-based cerebral blood flow change data and can be integrated with AI models for research and development purposes.

Key functions include the following.

fNIRS data collection
Storage of cerebral blood flow change data
Recording experiment conditions and stimulus events
Management of measurement data by user
Data preprocessing and segment separation
Time-based change analysis
Pre- and post-stimulus response analysis
Analysis structure for research on concentration and cognitive responses
Real-time data monitoring screen
Researcher dashboard development
AI dataset construction
API integration with external apps, servers, and AI models
Data export in CSV, JSON, and other formats
Research and development report generation

Key Functions

1. fNIRS Data Collection Architecture Development

Bory fNIRS Solution is configured to collect cerebral blood flow change data generated by fNIRS sensors according to the research purpose.

Measurement time, user information, experiment conditions, stimulus events, measurement channels, and data quality status can be stored together.

2. Cerebral Blood Flow Change Data Analysis

Based on collected fNIRS data, time-based changes, pre- and post-stimulus changes, differences by condition, and user-specific response patterns can be analyzed.

Depending on the research purpose, analysis structures can be designed for cognitive responses, concentration, fatigue, stress responses, stimulus responses, and changes in user condition.

3. Experiment Condition and Stimulus Event Management

For cerebral blood flow data, it is important to know under which stimuli or conditions the measurements were taken.

Bory fNIRS Solution can be configured to record experiment start and end times, stimulus presentation times, task performance periods, rest periods, and user input events together.

This makes it possible to create an analytical dataset that includes experimental context rather than simply storing data.

4. Data Preprocessing and Segment Separation

The quality of fNIRS data may vary depending on noise, movement, the measurement environment, and sensor fit.

Bory fNIRS Solution can provide data cleaning, segment separation, outlier review, signal quality display, and analysis interval setting functions according to the research purpose.

5. Researcher Dashboard

Researchers can use the dashboard to review real-time measurement data, user-specific data, experiment-specific data, stimulus events, analysis results, and data quality status.

Graphs, tables, interval comparisons, user comparisons, and experiment-condition comparison screens can be configured according to the research purpose.

6. AI Dataset Construction

Bory fNIRS Solution can organize collected cerebral blood flow data into datasets for AI model development.

Experiment conditions, labels, user conditions, stimulus events, time intervals, and analysis results can be managed together and used as AI training data.

7. External Service API Integration

fNIRS data and analysis results can be integrated through APIs with external apps, web services, research platforms, AI models, and administrator systems.

An architecture can be built to add cerebral blood flow-based user condition analysis functions to an existing service or transmit research data to an external analysis system.

8. Support for Individual Researchers and Independent Developers

Bory fNIRS Solution can be configured for use not only by universities and research institutes but also by individual researchers, independent developers, and early-stage startup teams.

Data collection for individual research, integration with in-house analysis programs, simple dashboards, CSV export, and API integration functions are provided according to the intended purpose.

9. Biosignal-Based Service Prototype Development

Initial prototypes can be built for healthcare, education, concentration analysis, research platforms, and user condition analysis services using cerebral blood flow data.

Service development teams can quickly validate everything from data collection and screen configuration to analysis result display through Bory fNIRS Solution.

10. Research and Development Report Generation

Measurement results, experiment conditions, analysis results, user-specific changes, and pre- and post-stimulus responses can be organized in report format.

Research teams can use the reports for experiment records, internal reporting, R&D result summaries, and PoC result reporting.

Available Implementation Configurations

Basic Implementation Configuration

fNIRS data collection module
Measurement data storage module
User information management function
Experiment condition input function
Stimulus event recording function
Real-time data monitoring screen
Researcher dashboard
Data lookup screen
CSV data export function
Basic analysis result screen

Extended Implementation Configuration

Data preprocessing module
Signal quality review function
Analysis interval setting function
Pre- and post-stimulus response analysis
Comparison analysis by user and condition
AI training dataset construction
Labeling management function
API integration with external apps and web services
AI model integration
Administrator permission management
Research report generation function
Cloud server deployment
On-premises server deployment
Integration with BoryBioSignal Platform
Integration with BoryTinnitus Solution

Application Scenarios

University and Research Institute fNIRS Research

Universities and research institutes can use the solution for fNIRS-based research on cognitive responses, stimulus responses, concentration, and changes in user condition.

Research datasets can be built by recording experiment conditions together with measurement data.

Research by Individual Researchers and Independent Developers

Individual researchers and independent developers can collect cerebral blood flow data with the Bory fNIRS Developer Kit and use it to develop their own analysis programs or AI models.

Bory fNIRS Solution can be configured with data storage, CSV export, dashboard, and API integration structures tailored to individual research environments.

Biosignal AI Data Collection

AI data teams can collect cerebral blood flow change data and manage experiment conditions and labels together to create biosignal-based datasets for AI model training.

The data can be used to develop AI models related to cognitive state, concentration, stimulus response, and changes in user condition.

Education and Concentration Analysis Research

The solution can be used as a system for researching user concentration, cognitive load, and stimulus responses in learning situations.

Changes in cerebral blood flow data can be analyzed together with educational content, learning tasks, rest periods, and test periods.

Healthcare and Wellness Service Prototype

Initial prototypes can be built for user condition analysis, stress response research, rest response analysis, and biosignal-based feedback services using cerebral blood flow data.

However, the system is configured for research, development, and service validation purposes rather than for medical diagnosis or treatment.

Integration with Tinnitus and Biosignal Research

In conjunction with BoryTinnitus Solution and BoryBioSignal Platform, the system can be expanded into tinnitus research, biosignal response analysis, and research on responses to music and other stimuli.

fNIRS-based cerebral blood flow analysis and EEG-based biosignal analysis can be configured separately or in an integrated architecture according to the research purpose.

Expected Benefits

Support for Starting Cerebral Blood Flow Data Research

By providing a basic structure for collecting and analyzing fNIRS data, the solution enables research and development teams to begin experiments more quickly.

Systematized Data Collection and Analysis

Measurement data, experiment conditions, stimulus events, and user information can be stored together to increase the usability of research data.

Foundation for AI Model Development

Cerebral blood flow change data can be organized into AI training datasets and used to develop biosignal-based AI models.

Researcher-Focused Screens

Real-time data and analysis results can be reviewed on dashboards, enabling researchers to understand and use the data more easily.

Integration with Existing Services

The solution can integrate with apps, web services, servers, AI models, and external platforms to add cerebral blood flow data-based functions to existing services.

Expanded Usability for Individual Researchers

The solution enables individual researchers and independent developers to begin cerebral blood flow data analysis experiments even without a large-scale research equipment environment.

Implementation Process

1. Requirements Review

The customer's research purpose, measurement subjects, experiment conditions, data usage objectives, equipment configuration, and server environment are reviewed.

2. Data Structure Design

A structure is designed for storing and managing measurement data, user information, experiment conditions, stimulus events, labels, and analysis results.

3. PoC Development

The feasibility of fNIRS data collection, storage, dashboard display, and analysis is validated with a limited number of users or experiment conditions.

4. Analysis Module Application

Data preprocessing, segment separation, pre- and post-stimulus response analysis, and condition-based comparison functions are configured according to the research purpose.

5. Dashboard and API Development

A researcher dashboard, data lookup screens, CSV export, API integration, and external AI model integration architecture are developed.

6. Operational Validation and Enhancement

Analysis items, screen configuration, data quality display, and reporting functions are improved based on actual measurement data.

What Bory fNIRS Solution Can Do

Build an fNIRS data collection system
Store and manage cerebral blood flow change data
Record experiment conditions and stimulus events
Management of measurement data by user
Build a real-time cerebral blood flow data monitoring screen
Researcher dashboard development
Pre- and post-stimulus response analysis
Compare data by condition and user
Build biosignal AI datasets
Data preprocessing and segment separation
Export CSV and JSON data
API integration with external apps, servers, and AI models
Build an analysis system for individual research
Build an experimental system for universities and research institutes
Build a biosignal-based service prototype
Integration with BoryBioSignal Platform
Integration with BoryTinnitus Solution

Adoption Inquiry

Bory fNIRS Solution can be proposed as a PoC, a research implementation, an individual researcher implementation, an institutional dashboard implementation, or a service integration approach depending on the customer's research purpose, equipment configuration, data analysis scope, server environment, and AI model integration requirements.

Inquiry about adopting the fNIRS cerebral blood flow data analysis solution
Inquiry about an fNIRS data collection system for research
Inquiry about a cerebral blood flow analysis system for individual researchers
Inquiry about building a biosignal AI dataset
Inquiry about building a researcher dashboard
Inquiry about integration with external AI models, apps, and servers
Inquiry about integration with Bory fNIRS Developer Kit
Inquiry about integration with BoryBioSignal Platform
Request for a PoC proposal

Important Information

Bory fNIRS Solution is a biosignal data analysis solution that supports the collection and analysis of fNIRS-based cerebral blood flow change data for research and development purposes.

This solution is a data analysis system for research and development purposes and is not presented as a medical device for the diagnosis, treatment, or prevention of disease.

Analysis results are reference information for research and development and for analyzing changes in user condition, and do not replace clinical diagnosis or medical judgment.

Measurement data and analysis results may vary depending on sensor fit, measurement position, user movement, surrounding environment, signal quality, experiment conditions, and data processing methods.

When user biosignal data, experiment information, or personal information is stored or transmitted, prior consultation on personal information protection standards and data security policies is required.

Before adoption, the research purpose, data collection method, analysis items, equipment configuration, server environment, and personal information processing standards must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

Bory Tinnitus Biosignal Analysis Solution

bory.ai — Wed, 5 Aug 2026 10:51:01 +0900

BoryTinnitus Solution | Bory Tinnitus Biosignal Analysis Solution |

A biosignal analysis solution that analyzes EEG biosignals and user tinnitus data and extends them into a personalized tinnitus management service

BoryTinnitus Solution is a biosignal analysis solution that integrates EEG-based biosignal data, user-entered tinnitus status information, listening feedback, and usage data from tinnitus-relief content to support the development of tinnitus status records and personalized tinnitus management services.

Tinnitus varies greatly among individuals depending on the frequency, intensity, discomfort, duration, stress response, sleep condition, and listening environment perceived by each user. Simply providing the same masking sound or music does not sufficiently reflect changes in each user's condition.

BoryTinnitus Solution combines EEG biosignal data with user feedback to record changes in tinnitus status and can be integrated with tinnitus-relief music, masking sounds, white noise, and sound therapy content based on individual response data.

A tinnitus biosignal analysis and management solution applicable to hearing centers, hospitals, research institutes, universities, digital healthcare companies, tinnitus management service providers, and AI music service providers.

[Solution Adoption Inquiry][Tinnitus Biosignal Analysis Consultation][PoC Implementation Inquiry][Request a Proposal]

Customer Challenges

Tinnitus conditions vary greatly from person to person

The pitch, loudness, duration, discomfort, and stress response associated with tinnitus differ from user to user.

Because users may respond differently even to the same sound, a structure is needed to record and analyze user condition and feedback together.

BoryTinnitus Solution manages EEG biosignals, tinnitus status entries, listening feedback, and usage history together so that changes in each user's tinnitus condition can be reviewed as data.

Tinnitus management services lack biosignal data

Many existing tinnitus management services operate mainly on subjective user input or simple listening history.

BoryTinnitus Solution collects and analyzes EEG-based biosignal data together, enabling more systematic management of changes in user condition and responses to content.

Tinnitus-relief content and user response data are separated

Even when tinnitus-relief music, masking sounds, white noise, and sound therapy content are provided, it is difficult to improve the service without accumulating data on how each user responded to each type of content.

BoryTinnitus Solution manages pre- and post-listening status entries, EEG data, preferences, changes in discomfort, listening history, and content usage data together to support expansion into a personalized service.

Research institutes and hospitals need a data collection and management system

Tinnitus and auditory response research requires systematic storage and management of EEG data, user surveys, tinnitus frequency, listening content, feedback, and analysis results.

BoryTinnitus Solution supports the development of researcher management screens, user data management, analytical reports, and institution-specific data structures.

The boundary between medical devices and services must be clearly defined

Tinnitus-related services must clearly distinguish medical claims from research, management, and support-service descriptions.

BoryTinnitus Solution is not designed to directly claim medical diagnosis or treatment of tinnitus. It is developed to provide tinnitus status recording, biosignal analysis, sound-content integration, and research and management support functions.

Solution Overview

BoryTinnitus Solution is an implementation-based solution for EEG-based tinnitus biosignal analysis and integration with personalized sound content.

Key functions include the following.

EEG biosignal data collection
Tinnitus status entry and recording
Management of tinnitus intensity and discomfort feedback
Recording changes in condition before and after listening
Per-user listening history management
Biosignal-based response analysis
Integration with tinnitus-relief music and masking-sound content
Integration with Songle Tinnitus Service
Development of user app and web screens
Development of researcher data management screens
Administrator dashboard development
Analysis report generation
API integration with external healthcare services
Customization of institution-specific data management structures

Key Functions

1. EEG Biosignal Data Collection

BoryTinnitus Solution collects EEG-based biosignal data and stores it together with each user's tinnitus status records.

EEG data can be managed together with the user's wearing condition, measurement time, listening content, and feedback information, and can be used as analytical data for research and development.

2. Tinnitus Status Entry Management

Users can enter their tinnitus condition through an app or web screen.

The system can be configured to record tinnitus intensity, discomfort, onset time, duration, perceived left-right location, perceived frequency, impact on sleep, stress level, and changes before and after listening.

Input fields can be adjusted according to the institution's or service's operating purpose.

3. Biosignal-Based Response Analysis

BoryTinnitus Solution analyzes EEG data together with user status entries and listening history to identify changes in each user's response.

It can compare changes in biosignals and user feedback before and after listening to music, masking sounds, resting, or using specific sound content.

4. Integration with Personalized Tinnitus-Relief Content

BoryTinnitus Solution can be integrated with personalized tinnitus-relief music, masking sounds, white noise, and sound therapy content.

Based on the user's tinnitus condition, preferred sounds, listening feedback, and biosignal data, it can be expanded into content recommendation or personalized music generation services.

5. Integration with Songle Tinnitus Service

It can be implemented together with Songle Tinnitus Service by linking it with Bory's AI music generation technology.

The system can be expanded to generate personalized tinnitus-relief music based on the user's tinnitus condition and biosignal data, and then feed the user's listening response and feedback back into the analysis.

6. User App and Web Screen Development

Users can view their tinnitus records, biosignal measurement history, music listening history, feedback, and analysis results through an app or web screen.

The personal user screen can include simple record entry, listening-content selection, condition-change review, and recommended-content review functions.

7. Researcher and Administrator Dashboard

Research institutes, hospitals, hearing centers, and service operators can review per-user data, group statistics, responses by listening content, EEG data history, survey results, and analytical reports through the administrator screen.

User groups, experimental conditions, listening content, measurement sessions, and feedback results can be managed according to the research purpose.

8. Analysis Report Generation

BoryTinnitus Solution can generate analysis reports for individual users or groups.

Reports may include tinnitus status records, listening history, EEG data summaries, feedback changes, content responses, and changes in condition over time.

Reports can be configured to match institution-specific report formats or research report formats.

9. Integration with External Healthcare Services

BoryTinnitus Solution can be integrated by API with the customer's existing apps, web services, healthcare platforms, user account systems, and content services.

EEG-based tinnitus analysis, status recording, sound-content recommendation, and reporting functions can be added while retaining the existing service.

10. Data Security and Access Management

Biosignal and tinnitus status information may constitute sensitive user data.

BoryTinnitus Solution can be designed to fit the customer's environment in terms of user consent, data retention scope, access privileges, anonymization, separation of research data, and institution-specific access management.

Available Implementation Configurations

Basic Implementation Configuration

EEG data collection module
Biosignal data storage module
Tinnitus status entry screen
Pre- and post-listening feedback entry function
Per-user history management function
Tinnitus analysis algorithm
User app or web screen
Administrator dashboard
Analysis result viewing screen
Basic report generation function

Expanded Implementation Configuration

Integration with Songle Tinnitus Service
Personalized tinnitus-relief music generation function
Masking-sound and white-noise recommendation function
Tinnitus frequency information entry function
Response analysis by content
Statistics by user group
Researcher data management screen
Institutional administrator access management
Analysis report customization
API integration with external healthcare services
Cloud server implementation
On-premises server implementation
Data anonymization and research dataset configuration
User consent management function

Application Scenarios

Personal Tinnitus Status Recording Service

The solution can be implemented as a service that allows individual users to record and review their tinnitus condition, discomfort, listening history, and biosignal-based changes.

Users can review changes in their condition over the long term and provide feedback on which sound content is more suitable for them.

Support Service for Hearing Centers and Hospitals

Hearing centers, hospitals, and counseling organizations can use it as a support system for managing user tinnitus status records and music-listening feedback.

Subjective user input and biosignal data can be managed together and used as reference material for counseling and management activities.

Tinnitus-Relief Music Service

BoryTinnitus Solution can be integrated with Songle Tinnitus Service and expanded into a personalized tinnitus-relief music service.

Content recommendations and service improvements can be carried out based on each user's tinnitus condition, preferred music, pre- and post-listening feedback, and EEG response data.

Auditory and Tinnitus Research Platform

Universities, research institutes, and corporate laboratories can use it for collecting and analyzing EEG-based tinnitus response data.

Tinnitus frequency information, user surveys, listening content, EEG data, and feedback data can be collected together and managed as a research dataset.

Digital Healthcare Service Development

Healthcare companies can use BoryTinnitus Solution to develop tinnitus analysis, tinnitus-relief content, user management, reporting, and counseling-linked services.

By integrating it with an existing app or web service, biosignal-based tinnitus management functions can be added quickly.

Institutional Tinnitus Management Service

When welfare organizations, local governments, or hearing support organizations operate a tinnitus-management support service, user accounts, device management, counseling records, content usage history, and analytical report functions can be configured together.

Expected Benefits

Datafication of Tinnitus Status

A data-based management structure can be created by recording the user's subjectively perceived tinnitus condition together with EEG data, feedback, and listening history.

Foundation for Providing Personalized Content

Per-user biosignal and tinnitus response data can be used to expand into recommendation services for personalized tinnitus-relief music, masking sounds, and white noise.

Securing Research and Development Data

Tinnitus frequency, EEG data, listening content, and user feedback can be collected together for use in tinnitus analysis and sound-content research.

Continuous Service Improvement

Recommendation music, masking sounds, analysis algorithms, and service screens can be continuously improved based on user listening responses and feedback.

Integration with Songle AI Music Technology

Bory's AI music generation technology can be connected with tinnitus-relief content to create a differentiated personalized sound service.

Establishment of an Institutional Management System

Hospitals, hearing centers, research institutes, and healthcare companies can manage per-user data and group statistics and systematize service operations and research through analytical reports.

Implementation Process

1. Requirements Review

We review the customer's service purpose, target users, measurement devices, data collection items, content integration method, and personal-data processing standards.

2. Data Structure Design

We design how EEG data, tinnitus status entries, listening history, feedback, content information, user accounts, and analysis results will be stored and managed.

3. PoC Implementation

For a limited group of users or selected content, we validate EEG data collection, status entry, listening feedback, display of analysis results, and administrator screens.

4. Application of Analysis Modules

We configure biosignal analysis, condition-change analysis, content-response analysis, and report generation functions according to user data and service objectives.

5. Service Screen Development

We develop user app and web screens, researcher screens, administrator dashboards, analysis report screens, and content integration screens.

6. External Service Integration

We integrate Songle Tinnitus Service, existing healthcare apps, user account systems, content services, and counseling systems.

7. Operational Validation and Enhancement

Based on actual user data, we improve analysis items, feedback entry methods, recommendation structures, report screens, and administrator functions.

What BoryTinnitus Solution Can Deliver

EEG-based tinnitus biosignal analysis system implementation
Tinnitus status entry and recording system implementation
Management of tinnitus intensity and discomfort feedback
Recording changes in condition before and after music listening
Per-user listening history management
Biosignal-based tinnitus response analysis
Integration with Songle Tinnitus Service
Personalized tinnitus-relief music service implementation
Integration of masking-sound and white-noise recommendation functions
Researcher data management dashboard implementation
Development of user app and web screens
Analysis report generation
Support service implementation for hearing centers and hospitals
Management of tinnitus datasets for research
API integration with external healthcare services
Cloud-based tinnitus management service implementation
On-premises research and institutional system implementation

Adoption Inquiry

BoryTinnitus Solution can be proposed as a PoC, research implementation, institutional implementation, service integration, or app and web-service implementation depending on the customer's service objectives, target users, EEG data collection method, tinnitus status input items, content integration method, and personal-data processing standards.

Tinnitus biosignal analysis solution adoption inquiry
EEG-based tinnitus analysis PoC inquiry
Tinnitus-relief music service integration inquiry
Songle Tinnitus Service implementation inquiry
Hearing center and hospital support service inquiry
Research tinnitus data collection system inquiry
User app and web screen implementation inquiry
Researcher data management dashboard inquiry
External healthcare service API integration inquiry
Request a Proposal

Important Information

BoryTinnitus Solution is a research, development, and support-service solution that supports EEG biosignal-based tinnitus status analysis and integration with tinnitus-relief content.

This solution is not a medical device for diagnosing, treating, or preventing disease and does not guarantee medical diagnosis of tinnitus or treatment outcomes.

Tinnitus analysis results and content recommendations are reference information for recording user condition and supporting services and do not replace medical judgment.

If tinnitus symptoms are severe or suddenly worsen, users should seek care from a qualified medical institution.

EEG data and analysis results may vary depending on wearing condition, user movement, surrounding environment, signal quality, usage time, and individual biosignal differences.

The perceived effects of music listening and tinnitus relief may vary by individual, and no specific outcome is guaranteed.

If user biosignal data, tinnitus status information, listening history, or feedback data are stored or transmitted, prior consultation regarding personal-data protection standards and data security policies is required.

Before adoption, the intended use, data collection method, analysis items, service integration method, and personal-data processing standards must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryMed Solution

bory.ai — Wed, 5 Aug 2026 10:49:32 +0900

BoryMed Solution | Bory Hospital Patient Safety AI Monitoring Solution |

A hospital AI monitoring solution that uses cameras and edge AI analytics to detect patient posture, activity levels, and abnormal behavior, supporting healthcare staff in patient safety management

BoryMed Solution is a hospital patient safety AI monitoring solution tailored to medical environments such as hospital rooms, long-term care hospitals, rehabilitation hospitals, areas around intensive care units, and long-stay wards. It uses AI to analyze patient posture, location, activity levels, fall risk, pressure injury risk, sleep status, abnormal behavior, and bedside events, enabling healthcare staff and guardians to monitor patient conditions.

In hospitals, it is important to quickly identify patient falls, prolonged maintenance of the same posture, bed exits, abnormal behavior during sleep, signs of pain or discomfort, and approaches by guardians or caregivers. However, healthcare staff cannot continuously check every bed in person, and conventional CCTV systems often only display video without automatically interpreting the patient's condition.

BoryMed Solution integrates bedside cameras, dual cameras, edge AI devices, patient-status analytics algorithms, servers, administrator dashboards, healthcare staff screens, guardian screens, and alert systems to suit each hospital's environment.

Based on the hospital's internal network, bed layout, personal-data processing standards, nursing workflow, and guardian notification policy, the solution can be proposed as a PoC, a per-bed deployment, ward-wide integrated monitoring, guardian app integration, or hospital system integration.

[Solution Introduction Inquiry][Hospital Patient Safety AI Monitoring Consultation][PoC Deployment Inquiry][Request a Proposal]

Customer Challenges

Healthcare staff cannot continuously monitor every bed

Hospitals and care facilities must manage the conditions of multiple patients simultaneously. Fall risk, bed exits, prolonged fixed postures, and abnormal behavior during sleep must be identified quickly, but healthcare staff cannot directly monitor every bed in real time.

BoryMed Solution detects changes in patient condition as events through bedside cameras and AI analytics, helping healthcare staff prioritize situations that require attention.

Conventional CCTV cannot interpret patient conditions

Conventional CCTV systems often do little more than store video or display live footage.

Beyond simple video viewing, BoryMed Solution analyzes patient location, posture, activity levels, movement changes, the likelihood of bed exit, and whether the same posture is maintained for an extended period, converting them into data that can support patient safety management.

Managing fall risk and pressure injury risk is difficult

Falls and pressure injuries are major patient safety issues in hospitals and care facilities.

BoryMed Solution supports fall-risk and pressure-injury-risk management by analyzing changes in patient posture, movement toward the edge of the bed, insufficient movement, and prolonged maintenance of the same posture.

Guardians and healthcare staff need different information

Healthcare staff need operational information such as patient conditions, risk events, bed-specific alerts, and response histories, while guardians want summaries of patient conditions and important notifications.

BoryMed Solution provides separate screens for healthcare staff, administrators, and guardians so that each role can access the information it needs.

Hospital-specific internal-network deployment and personal-data protection are required

Patient video and medical-related data cannot easily be transmitted outside the hospital.

BoryMed Solution is designed around each hospital's environment, including its internal network, on-premises servers, edge AI analytics, data-retention standards, user access control, and personal-data processing requirements.

Solution Overview

BoryMed Solution is a customized solution that provides AI video analytics, bedside-status monitoring, risk-event detection, dashboards, alerts, and dedicated screens for guardians and healthcare staff to support hospital patient safety.

Key functions include the following.

Patient location analysis
Patient posture analysis
Respiratory-zone location analysis
Activity-level analysis
Bed-exit likelihood analysis
Fall-risk detection
Pressure-injury-risk detection
Sleep-state estimation
Eye open/closed state analysis
Emotion and pain-sign analysis
Abnormal behavior detection around the bed
Recognition of infection-risk behaviors by healthcare staff
Healthcare staff dashboard development
Guardian app and web-screen integration
On-premises deployment on the hospital's internal network
Hospital system integration consultation

Key Functions

1. Patient Location and Posture Analysis

BoryMed Solution analyzes patient location and posture based on bedside camera footage.

It can be configured to identify, for each bed, lying, sitting, and standing postures, movement toward the edge of the bed, the likelihood of bed exit, and posture changes.

2. Respiratory-Zone Location Analysis

By analyzing the positions of the patient's face, head, and upper body, the solution can estimate the respiratory-zone location and distance from nearby people.

This information can be used as a supplementary indicator for changes in patient condition, approaches by guardians or caregivers, bedside contact situations, and infection-control activities.

3. Fall-Risk Detection

When a patient moves toward the edge of the bed, loses balance while sitting, or appears likely to leave the bed, the system can analyze the situation as a fall-risk event.

The fall-risk detection function is configured by combining the bed area, patient location, posture changes, movement information, and distance from guardians or caregivers according to the hospital's criteria.

4. Pressure-Injury-Risk Detection

Patients who remain in the same posture for extended periods or show little movement require pressure-injury-risk management.

BoryMed Solution analyzes posture changes, movement variation, face direction, and upper-body position changes to identify prolonged fixed postures and support pressure-injury-risk management.

5. Sleep and Activity-Level Analysis

The solution can estimate sleep state and activity level based on the patient's eye open/closed state, degree of movement, changes in activity, and prolonged lack of movement.

It tracks patient conditions for each bed over time, helping healthcare staff identify changes more easily.

6. Emotion and Pain-Sign Analysis

The solution can be expanded to analyze signs of pain or discomfort based on the patient's facial expressions and movements around the eyes and mouth.

Emotion and pain analysis does not replace clinical judgment; it is provided as reference information to support patient-condition monitoring.

7. Recognition of Infection-Risk Behaviors by Healthcare Staff

BoryMed Solution can be expanded to analyze hospital infection-risk behaviors around the bed, including disinfection activities, actions before and after hand hygiene, actions before and after patient contact, and actions following contact with the environment.

Skeleton-based action recognition can analyze the bedside activities of healthcare staff or caregivers for use in infection-control operations.

8. Healthcare Staff Dashboard

On the dashboard, healthcare staff can review patient conditions by bed, fall risk, pressure injury risk, sleep status, activity levels, abnormal behavior, alert histories, and response status.

Information can be organized by ward, bed, and patient, with screens configured to suit the hospital's operating procedures.

9. Guardian Screen Integration

Patient-condition summaries, important notifications, bedside events, and daily-living pattern information can be provided to guardians in accordance with hospital policy.

The scope of information available through the guardian app or web screen is adjusted according to personal-data processing standards and hospital operating policies.

10. Edge AI-Based Distributed Processing

BoryMed Solution can be deployed so that edge devices near each bed perform the initial video analysis, while the server provides dashboards and alerts based on analysis results and event information.

This reduces the video-processing burden and enables operation of the patient monitoring system within the hospital's internal network.

Available Deployment Configurations

Standard Deployment Configuration

Bedside camera or dual-camera system
RDK X5 board or edge AI device
Video acquisition module
Patient location analysis module
Posture and activity-level analysis module
Respiratory-zone location analysis module
Fall-risk detection module
Pressure-injury-risk detection module
Abnormal-behavior event generation module
Healthcare staff dashboard
Alert-history management function

Extended Deployment Configuration

Integration with existing RTSP cameras
Additional camera installation for each bed
Ward-wide integrated monitoring screen
Guardian app or web screen
Mobile alerts for healthcare staff
On-premises server on the hospital's internal network
Patient and device registration system
User access control
Infection-risk behavior recognition module
Emotion and pain-sign analysis module
Sleep and activity statistics screen
Push notification service
Hospital system integration consultation
Hospital-policy-based data-retention settings
Administrator report generation function

Application Scenarios

Hospital Room Patient Safety Monitoring

The solution can be deployed to monitor each patient's posture, location, activity level, fall risk, and pressure injury risk by bed.

Healthcare staff can review multiple beds on a dashboard and receive alerts when risk events occur.

Patient Management in Long-Term Care and Rehabilitation Hospitals

In long-term care and rehabilitation hospitals with many patients who remain in bed for extended periods, the solution can identify insufficient movement, inadequate repositioning, and the likelihood of bed exit.

Recording changes in each patient's condition as data provides supporting information for nursing and caregiving activities.

Wards Requiring Intensive Fall-Risk Management

A bed-level monitoring system can be established for older adults, postoperative patients, rehabilitation patients, and patients with cognitive impairment who are at high risk of falling.

The system analyzes posture changes and the likelihood of bed exit, helping healthcare staff respond promptly.

Wards Requiring Pressure-Injury-Risk Management

The solution can monitor repositioning and insufficient movement among long-stay patients, patients with limited mobility, critically ill patients, and long-term care patients.

By identifying prolonged maintenance of the same posture, it can support pressure-injury-risk management.

Support for Hospital Infection Prevention

Recognition of bedside disinfection activities and infection-risk behaviors by healthcare staff can convert infection-control activities into structured data.

The solution can be expanded to analyze events related to hospital infection control, such as disinfection activities, patient contact, and actions following contact with the environment.

Guardian Reassurance Service

When integrated with a guardian screen or app, the solution can provide patient-condition summaries, notifications, and bedside-event information.

The range of information provided to guardians is adjusted according to hospital policy and personal-data processing standards.

Expected Benefits

Stronger Patient Safety Management

Monitoring fall risk, pressure injury risk, the likelihood of bed exit, and abnormal behavior during sleep can strengthen the patient safety management system.

Support for Healthcare Staff Workflows

When healthcare staff cannot directly monitor every bed in real time, AI analysis results and event alerts can support their work.

Accumulation of Bed-Specific Status Data

Recording posture changes, activity levels, abnormal behavior, and alert histories as data enables analysis of patient-condition changes and improvements to ward operations.

Improved Communication with Guardians

Providing hospital-policy-compliant patient-condition summaries and alerts through a guardian screen or app can improve communication with guardians.

Enhancement of Existing Camera Systems

AI patient monitoring functions can be added using existing hospital-room cameras or RTSP cameras.

Support for Hospital Infection Prevention

By integrating recognition of healthcare staff activities and bedside disinfection activities, infection-control operations can be supported with data.

Deployment Process

1. Requirements Review

We review the hospital's purpose for adoption, ward type, number of beds, patient groups, required analytical functions, alert policy, and personal-data processing standards.

2. Hospital Room Environment Analysis

We analyze the room layout, camera installation locations, lighting, bed structure, patient occlusions, guardian and caregiver movement routes, and network environment.

3. Function Design

We define the required functions, including fall risk, pressure injury risk, posture analysis, activity-level analysis, sleep status, infection-risk behavior, and guardian notifications.

4. PoC Deployment

For selected beds or a specific ward, we validate camera installation, edge AI analytics, dashboards, and alert functions.

5. Full Deployment

Bed-level devices, servers, dashboards, user access controls, alert systems, guardian screens, and ward-wide integrated monitoring are deployed to suit the hospital environment.

6. Operational Validation and Enhancement

Based on actual ward-operation data, we improve detection thresholds, alert criteria, screen layouts, usability for healthcare staff, and the scope of information provided to guardians.

What BoryMed Solution Can Deliver

Hospital patient safety AI monitoring system deployment
Patient location analysis
Patient posture analysis
Respiratory-zone location analysis
Patient activity-level analysis
Fall-risk detection
Pressure-injury-risk detection
Bed-exit likelihood analysis
Sleep-state estimation
Eye open/closed state analysis
Emotion and pain-sign analysis
Recognition of infection-risk behaviors by healthcare staff
Bed-specific event logging
Healthcare staff dashboard development
Guardian app and web-screen integration
Ward-wide integrated monitoring screen development
On-premises deployment on the hospital's internal network
Integration with existing camera and server systems
Patient safety report generation
Hospital infection-prevention data management

Introduction Inquiries

BoryMed Solution can be proposed as a PoC, a per-bed deployment, ward-wide integrated monitoring, guardian app integration, or hospital system integration, depending on the hospital environment, bed layout, camera installation feasibility, personal-data processing standards, server configuration, and alert policy.

Hospital patient safety AI monitoring solution inquiry
Per-bed patient monitoring PoC inquiry
Fall-risk detection system deployment inquiry
Pressure-injury-risk detection system deployment inquiry
Ward-wide patient monitoring dashboard inquiry
Guardian app and web integration inquiry
Existing RTSP camera integration inquiry
Hospital internal-network on-premises deployment inquiry
Hospital infection-prevention AI analytics inquiry
Request a proposal

Important Information

BoryMed Solution is an AI-based analytics solution designed to support hospital patient safety monitoring and healthcare staff workflows.

This solution is a support system that analyzes changes in patient condition and provides alerts; it is not represented as a medical device intended for the diagnosis, treatment, or prevention of disease.

Results related to falls, pressure injuries, pain, emotions, sleep, and infection-risk behavior are reference information intended to support healthcare staff judgment and do not replace clinical diagnosis or medical decision-making.

When the solution is integrated with patient video, guardian information, or hospital data, prior consultation is required regarding personal-data protection, medical-information security, hospital internal-security policies, and data storage and transmission standards.

Analytical performance and deployment methods may vary depending on site lighting, camera position, patient posture, bedding and bed structure, occlusion by guardians or caregivers, and the network environment.

Before deployment, the hospital room layout, number of beds, camera installation locations, required analytical functions, alert methods, server configuration, and personal-data processing standards must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryRMS Solution

bory.ai — Wed, 5 Aug 2026 10:47:50 +0900

BoryRMS Solution | Bory Remote Sensor Monitoring Solution

An IoT monitoring solution that remotely collects on-site sensor data such as temperature, humidity, pH, water level, gas, and vibration, and manages it through dashboards and alerts

BoryRMS Solution is a remote sensor monitoring solution designed to collect sensor data generated in factories, warehouses, research facilities, refrigerated and frozen facilities, agricultural and livestock facilities, environmental monitoring sites, and recycling resource management sites, and to enable remote viewing through a server and an administrator dashboard.

Various types of data, including temperature, humidity, pH, water level, gas concentration, vibration, pressure, power, and equipment status, are continuously generated at worksites. However, manually visiting sites and recording data by hand requires substantial time and cost, and makes it difficult to identify abnormal situations quickly.

BoryRMS Solution builds a remote monitoring system tailored to the customer's on-site sensors, gateways, communication methods, server environment, alert thresholds, administrator screens, and external system integration architecture.

Without being tied to specific equipment, the solution can integrate either the customer's existing sensor devices or new sensors, and can be expanded to cover on-site data collection, abnormal-condition detection, history management, reporting, and API integration.

[Solution Introduction Inquiry][Sensor Monitoring System Consultation][PoC Installation Inquiry][Request a Proposal]

Customer Challenges

On-site conditions can only be checked by visiting in person

Factories, warehouses, laboratories, refrigerated and frozen facilities, and environmental facilities must continuously monitor temperature, humidity, pH, water level, gas concentration, and equipment status.

However, having personnel visit the site to check and record values is inefficient, and responses may be delayed when abnormalities occur at night or on holidays.

BoryRMS Solution reduces the burden of site visits by remotely collecting on-site sensor data and making it available through an administrator screen.

Sensor data is scattered across multiple devices and systems

Each site may use different sensor manufacturers, communication methods, gateways, data loggers, and management systems.

BoryRMS Solution organizes the sensor data collection architecture to suit the customer's environment and enables data generated by multiple sensors and devices to be viewed on a single dashboard.

It is difficult to identify abnormal situations quickly

Events such as rising temperature, abnormal humidity, pH changes, excessive water levels, increased gas concentration, abnormal vibration, and interrupted data reception must be identified promptly.

BoryRMS Solution can be configured to notify administrators when thresholds are exceeded, data is not received, equipment abnormalities occur, or hazardous conditions arise.

Manual records may contain omissions and errors

When field personnel manually record sensor values, omissions, incorrect entries, inconsistent recording times, and the burden of preparing reports may arise.

BoryRMS Solution automatically stores sensor data and manages it through time-based histories and reports, reducing the limitations of manual recordkeeping.

Existing business systems and sensor data are not connected

Sensor data can be connected to quality management, safety management, settlement, certification, facility management, and production management processes.

BoryRMS Solution supports the use of sensor data in business systems by integrating with ERP, MES, FMS, quality management systems, monitoring systems, settlement systems, and external platforms through APIs.

Solution Overview

BoryRMS Solution is an IoT-based remote monitoring solution that collects, stores, analyzes, displays, alerts on, and integrates on-site sensor data.

Key functions include the following.

Collection of sensor data such as temperature, humidity, pH, water level, gas, and vibration
Integration with sensor gateways or edge devices
Integration with RS485, Modbus, Wi-Fi, LTE, BLE, LoRa, MQTT, and HTTP APIs
Deployment of dashboards for sensor values by site and device
Threshold-exceedance alerts
Detection of data reception abnormalities
Storage of sensor history
Time-series change graphs
Integrated management by site and location
SMS, email, and app push notification integration
Report generation
API integration with customer business systems
On-premises or cloud deployment

Key Features

1. Collection of Diverse Sensor Data

BoryRMS Solution is built to collect a wide range of sensor data according to the customer's site requirements.

It can collect and transmit to the server data suited to the site's purpose, including temperature, humidity, pH, water level, gas concentration, vibration, pressure, power, illuminance, flow rate, and equipment status.

Existing sensor equipment can be used, or new sensors and gateways can be configured together.

2. Sensor and Gateway Integration

On-site sensor data can be collected through gateways, edge devices, data loggers, PLCs, and communication modules.

BoryRMS Solution applies an integration architecture, agreed with the customer, that supports various communication methods such as RS485, Modbus, Wi-Fi, LTE, BLE, LoRa, MQTT, and HTTP APIs according to the customer's environment.

3. Remote Monitoring Dashboard

Administrators can view sensor-specific measurements, time-based changes, site status, equipment status, abnormal events, and alert history on a web-based dashboard.

Multiple locations, devices, and sensor groups can be managed together on a single screen, not just a single site.

4. Threshold-Exceedance Alerts

Administrators can be notified when sensor values fall outside configured thresholds.

For example, events can be configured for rising temperature, excessive humidity, abnormal pH, rising water level, increased gas concentration, abnormal vibration, pressure changes, and equipment status abnormalities.

Alert methods can include dashboard notifications, SMS, email, app push notifications, on-site warning devices, and external system integration.

5. Detection of Data Reception Abnormalities

If sensor data is not received for a certain period, a device connection is lost, or abnormal values are repeated, the condition can be displayed as an anomaly.

This enables rapid identification of sensor failures, communication disruptions, gateway errors, and on-site network problems.

6. Data History Management

Collected sensor data can be stored together with time, location, site, equipment, sensor type, measured value, status, and event information.

Historical data can be used to analyze daily and monthly changes, the frequency of abnormalities, equipment status, and site-specific trends.

7. Graphs and Reports

Trends in sensor values can be reviewed through graphs and reports.

Administrators can review temperature, humidity, pH, water-level, gas-concentration, and equipment-status changes over a selected period and use the results in reports.

8. Integrated Multi-Site Monitoring

Data from multiple sites, warehouses, factories, laboratories, and branches can be centrally managed through one dashboard.

The system can be expanded to support comparisons of site status, abnormal events by location, equipment operating status, and administrator-specific permission settings.

9. Integration with Customer Business Systems

BoryRMS Solution can integrate through APIs with ERP, MES, FMS, quality management systems, safety management systems, settlement systems, and monitoring systems.

Beyond simply viewing sensor data, the solution can be configured to support quality management, facility management, safety management, settlement, certification, and operational decision-making.

10. On-Premises and Cloud Deployment

Depending on the customer's security policy and operating environment, the solution can be deployed on an internal-network-based on-premises system or in the cloud.

Environments with restricted external network access, such as factories, hospitals, research facilities, and public institutions, can be configured around internal servers.

Available Deployment Configurations

Standard Deployment Configuration

Sensor data collection module
Sensor gateway integration module
Data transmission module
Server or cloud storage
Administrator dashboard
Sensor value viewing screen
Abnormal-condition alert module
Data history management function
Graph viewing function
Site management function

Extended Deployment Configuration

RS485 and Modbus sensor integration
Wi-Fi, LTE, BLE, and LoRa communication integration
MQTT or HTTP API integration
PLC and data logger integration
Integrated dashboard by site and location
Alert threshold configuration function
SMS, email, and app push notifications
On-site warning device integration
Data report generation
External system API integration
On-premises server deployment
Cloud server deployment
Mobile administrator screen
User permission management
Integration with data analytics and prediction modules

Application Scenarios

Remote Monitoring for Factories and Industrial Facilities

Temperature, humidity, gas, pressure, vibration, and equipment status inside factories can be monitored remotely.

The solution supports administrators in quickly identifying equipment abnormalities, environmental changes, and hazardous conditions and taking necessary action.

Warehouse, Refrigerated, and Frozen Facility Management

The solution can be applied to warehouses, refrigerators, freezers, food storage facilities, and pharmaceutical storage facilities where temperature and humidity control are important.

It supports quality management by storing sensor history and issuing alerts when values move outside the specified range.

Laboratory and Research Environment Management

Temperature, humidity, pH, gas concentration, and equipment status can be monitored in research laboratories, testing laboratories, culture rooms, and equipment rooms.

It can be used to record research environmental conditions and manage them together with experimental data.

Agriculture, Livestock, and Smart Farm Monitoring

Temperature, humidity, soil moisture, pH, illuminance, ventilation status, and water level can be monitored remotely.

The solution can be expanded into an environmental management system for smart farms, livestock barns, aquaculture farms, and greenhouses.

Environmental and Water-Quality Data Management

Water-level, pH, turbidity, temperature, flow-rate, and other water-quality sensor data can be collected and viewed on a dashboard.

The solution can be applied to rivers, water tanks, drainage facilities, industrial wastewater management, and environmental monitoring sites.

Recyclable Resource and Liquid Resource Management

At liquid-resource, waste-resource, and recyclable-resource management sites, sensor data can be managed together with location, time, and collection history.

When linked with BoryFluidSense and BoryEcoTrace, the system can be expanded to include quality measurement, collection history, settlement, and certification data.

Expected Benefits

Reduced Burden of Site Visits

Administrators can remotely review sensor data without visiting the site in person.

Early Identification of Abnormal Situations

Threshold exceedances, data reception abnormalities, and equipment status changes can be identified quickly, helping manage accidents or quality issues in advance.

Fewer Errors in Manual Records

Automatic collection and storage of sensor data can reduce omissions, data-entry errors, and the possibility of record tampering.

Integrated Multi-Site Management

Data from multiple sites can be viewed on one dashboard, making it easier to understand the overall operating status.

Enhanced Quality and Safety Management

Continuous recording of critical management data such as temperature, humidity, pH, gas, water level, and pressure supports quality and safety management activities.

Data-Driven Operational Improvement

Accumulated sensor histories can be used to analyze site operating patterns, the frequency of abnormalities, changes in equipment condition, and changes in quality conditions.

Deployment Process

1. Requirements Review

We review the customer's site type, sensor types, management objectives, alert thresholds, existing systems, server configuration, and security policies.

2. Site Environment Analysis

We analyze sensor installation locations, the communication environment, power configuration, gateway locations, network status, data collection intervals, and site operating methods.

3. Sensor and Communication Architecture Design

We design the sensors to be integrated, communication methods, gateways, data collection methods, server transmission methods, and failure-response procedures.

4. PoC Deployment

For selected sensors or specific areas, we verify the feasibility of data collection, dashboard display, alerts, and history storage.

5. Full Deployment

According to the customer's environment, we implement sensor integration, gateway configuration, server deployment, dashboards, alerts, reports, and external system integration.

6. Operational Verification and Enhancement

Based on actual operating data, we improve alert thresholds, graph screens, report formats, user permissions, and external system integration.

What BoryRMS Solution Can Deliver

Deployment of remote sensor monitoring systems
Collection of temperature and humidity data
Collection of pH, water-level, and gas sensor data
Monitoring of vibration, pressure, power, and equipment status
Transmission of sensor data to servers
Viewing sensor status by site
Threshold-exceedance alerts
Detection of data reception abnormalities
Sensor value history management
Time-series change graphs
Deployment of integrated dashboards by site and location
SMS, email, and app push notification integration
On-site warning device integration
External system API integration
Deployment of on-premises IoT monitoring
Deployment of cloud-based remote monitoring
Generation of sensor-data-based reports
Integration with IoT data analytics platforms

BoryRMS Solution can be proposed as a PoC, a single-site deployment, integrated multi-site management, existing sensor integration, or customer system integration, depending on the customer's site environment, sensor types, communication methods, server configuration, alert policies, and external system integration requirements.

Inquiry about introducing a remote sensor monitoring solution
Inquiry about deploying remote temperature and humidity monitoring
Inquiry about integrating pH, water-level, and gas sensors
Inquiry about integrating existing sensors and gateways
Inquiry about integrated multi-site sensor management
Inquiry about IoT monitoring for factories, warehouses, and laboratories
Inquiry about SMS, email, and app notification integration
Inquiry about administrator dashboard development
Inquiry about customer system API integration
Inquiry about on-premises deployment
Request a Proposal

Important Notes

BoryRMS Solution is an IoT-based monitoring solution that supports the collection and remote viewing of on-site sensor data.

Measurable parameters and accuracy may vary depending on the sensor type, installation location, communication environment, measurement target, site noise, and data collection interval.

If the data will be used for legally regulated measurement, accredited test reports, or certification submissions, separate calibration, testing, certification, and customer validation procedures may be required.

When sensor data is transmitted to an external server or cloud, prior consultation is required regarding the customer's security policies and data storage and transmission standards.

When integrating existing sensors or customer systems, the deployment scope may vary depending on device communication specifications, API availability, and network configuration.

Before introduction, a preliminary review is required of sensor types, installation locations, communication methods, server configuration, alert thresholds, dashboard configuration, and intended data use.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BorySafe Guard Solution

bory.ai — Wed, 5 Aug 2026 10:46:21 +0900

BorySafe Guard Solution is an industrial safety solution designed to analyze workers, equipment, hazardous zones, PPE compliance, abnormal behavior, and on-site events with AI, enabling real-time monitoring of hazardous situations through a digital-twin control interface and AR safety guidance.

Manufacturing plants, smart factories, logistics centers, automated processes, construction sites, and equipment facilities may face various safety risks, including workers entering hazardous zones, failure to wear PPE, abnormal behavior near equipment, collision risks involving forklifts or machinery, and violations of work procedures.

Conventional CCTV systems often do little more than record or display live video. BorySafe Guard Solution uses AI to analyze CCTV or on-site camera footage and displays hazardous events on an administrator dashboard and digital-twin interface, helping managers understand site conditions more quickly.

By integrating with cameras, edge AI devices, servers, digital-twin displays, AR glasses, or on-site display devices at the customer’s facility, the solution can establish an industrial safety monitoring, real-time warning, event logging, and safety reporting system.

[Solution Introduction Inquiry][Industrial Safety AI Monitoring Consultation][PoC Installation Inquiry][Request a Proposal]

Customer Challenges

It is difficult to identify hazardous situations immediately using CCTV alone

Industrial sites have multiple zones and cameras, but it is difficult for managers to continuously monitor every CCTV screen.

BorySafe Guard Solution analyzes camera footage with AI, identifies unsafe worker behavior, missing PPE, entry into hazardous zones, and abnormal situations as events, and helps managers prioritize critical situations.

It is difficult to systematically manage worker compliance with safety rules

The use of safety helmets, safety vests, and protective equipment, as well as entry into hazardous zones, access to restricted areas, and proximity to equipment, are key elements of on-site safety management.

BorySafe Guard Solution is configured to analyze PPE compliance, hazardous-zone access, worker location, and abnormal behavior according to site standards, while managing event histories as data.

It is difficult to identify hazardous locations intuitively

When viewing camera footage alone, it may be difficult to intuitively determine where a hazardous event occurred at the actual site.

BorySafe Guard Solution visualizes the site layout, equipment locations, hazardous zones, and camera positions on a digital-twin control screen, making it easier to identify the location and status of hazardous events.

Workers must receive immediate warnings and guidance

It is not enough for only managers to recognize a hazardous situation. Warnings and guidance must also be delivered quickly to workers on site.

BorySafe Guard Solution can be expanded to deliver hazard information to workers by integrating with on-site displays, warning lights, speakers, mobile notifications, AR glasses, and HUD-type guidance devices.

It is difficult to retain safety management data in report form

Safety inspections, accident prevention, serious-accident response, and training-material preparation require hazardous-event records and analytical data.

BorySafe Guard Solution stores detected hazardous events, their locations, times, types, handling status, and statistical data, and supports their use in safety management reports and training materials.

Solution Overview

BorySafe Guard Solution is an industrial safety deployment solution that combines AI video analytics, digital-twin monitoring, AR safety guidance, an administrator dashboard, and notification systems.

Key functions include the following.

Worker object recognition
PPE compliance detection
Hazardous-zone access detection
Abnormal worker behavior detection
Detection of hazardous situations near equipment
Integrated multi-camera monitoring
Digital-twin-based site monitoring
Integration with AR safety guidance and warnings
LLM-based natural-language warning message generation
Administrator dashboard development
Event logging and statistical management
Safety report generation
Integration with existing CCTV and monitoring systems
Integration with on-site alert devices
On-premises or server-based deployment

Key Features

1. AI Video-Based Hazard Detection

BorySafe Guard Solution analyzes workers, equipment, hazardous zones, PPE, and on-site events using camera footage.

Depending on site conditions, it can be configured to detect entry into hazardous zones, missing PPE, abnormal worker behavior, hazardous situations near equipment, and access to restricted areas.

2. PPE Compliance Detection

AI video analytics can verify whether workers are wearing safety helmets, safety vests, and protective equipment.

PPE items to be detected can be defined according to each site’s safety standards, and missing or improperly worn PPE events can be displayed on the administrator screen.

3. Hazardous-Zone Access Detection

Site-specific hazardous zones can be defined, including equipment operating areas, restricted-access zones, forklift travel lanes, hazardous-material storage areas, and falling-object risk zones.

When a worker approaches a hazardous zone or remains there beyond a specified period, the event can be recorded and linked to the notification system.

4. Abnormal Worker Behavior Detection

Depending on site characteristics, abnormal-behavior analysis can be configured for falls, prolonged immobility, abnormal posture, unsafe approach, prohibited routes, and violations of work procedures.

Analysis items are adjusted to the customer site’s work procedures, process characteristics, and hazard criteria.

5. Digital-Twin-Based Site Monitoring

BorySafe Guard Solution can visualize the site layout, equipment locations, hazardous zones, camera positions, worker locations, and event locations using a digital-twin approach.

Managers can intuitively view the location and status of hazardous events on a control screen resembling the actual site.

6. AR Safety Guidance Integration

The system can display hazard information to workers by integrating with AR glasses or on-site displays.

With AR integration, workers can view hazardous-zone guidance, access warnings, work-procedure instructions, and PPE guidance within their field of view.

AR functions are applied selectively according to the customer site’s equipment configuration and operational objectives.

7. LLM-Based Natural-Language Warning Messages

Detected hazardous events can be converted into natural-language sentences that workers and managers can easily understand.

For example, the system can generate messages such as “A worker has entered the hazardous zone near Equipment No. 2,” “A missing safety helmet has been detected,” and “A worker has entered the forklift travel area.”

8. Administrator Dashboard

On the dashboard, managers can view hazardous events, occurrence times, locations, detection types, camera zones, handling status, notification histories, and statistical data.

The system can be configured to centrally manage multiple zones, cameras, and sites on a single screen.

9. Event Logging and Safety Reports

Detected hazardous events can be stored with the time, location, type, image, video clip, and handling status.

Event data can be used for safety inspections, worker training, serious-accident prevention activities, site improvement meetings, and internal reporting.

10. Existing System Integration

BorySafe Guard Solution can integrate with existing CCTV, VMS, monitoring systems, smart-factory systems, on-site alert devices, and safety management systems.

It can be deployed by using the customer’s existing infrastructure while adding AI video analytics and digital-twin monitoring capabilities.

Available Deployment Configurations

Basic Deployment Configuration

Camera or existing CCTV integration
PC or edge AI device
Video acquisition module
AI object recognition module
PPE compliance detection module
Hazardous-zone configuration module
Unsafe-behavior detection module
Event logging module
Administrator dashboard
Notification and warning module

Extended Deployment Configuration

RDK X5 board or edge-board-based analytics device
Integrated multi-camera monitoring
Digital-twin site monitoring interface
AR glasses warning integration
Integration with on-site displays, speakers, and warning lights
LLM-based natural-language warning messages
Automatic safety report generation
Integration with worker safety training content
Smart-factory system integration
VMS and CCTV monitoring system integration
On-premises server deployment
Cloud server deployment
Site- and process-specific access control
API integration with the customer’s safety management system

Application Scenarios

Unsafe-Behavior Detection in Manufacturing Plants

Unsafe worker behavior and PPE compliance can be monitored in manufacturing environments with hazardous processes such as molding, pressing, injection molding, cutting, welding, and assembly.

When a worker enters a hazardous zone or is not wearing required PPE, the event can be sent to the administrator screen and notification system.

Integrated Smart-Factory Safety Monitoring

In smart factories, equipment, robots, workers, and logistics routes operate together.

BorySafe Guard Solution combines camera-based AI analytics with digital-twin monitoring to provide an integrated view of site conditions and hazardous events.

Safety Management for Logistics Centers and Warehouses

The system can monitor collision risks and worker-access events in forklift travel areas, loading zones, pedestrian walkways, and restricted-access zones.

In environments where workers and equipment move together, safety events can be recorded and linked to notifications.

Serious-Accident Prevention Monitoring

At workplaces requiring serious-accident prevention, entry into hazardous zones, missing PPE, violations of work procedures, and abnormal behavior can be recorded and managed as data.

Training, inspections, corrective actions, and safety management reports can be prepared based on hazardous-event histories.

AR-Based Worker Safety Guidance

By integrating with AR glasses or on-site display devices, the system can provide workers with guidance on hazardous zones, prohibited access, PPE requirements, and work procedures.

Workers can intuitively check the safety information they need while moving around the site.

Industrial Safety Education and Training

Detected hazardous events and actual site cases can be used as training materials.

Recurring unsafe behavior, missing PPE, and hazardous-zone access cases can be analyzed and reflected in worker training and site improvement activities.

Expected Benefits

Early Recognition of Hazardous Situations

AI can detect hazardous events and notify managers without requiring them to continuously monitor every CCTV screen.

More Efficient On-Site Safety Management

Safety management can be streamlined by automatically recording PPE compliance, hazardous-zone access, abnormal behavior, and hazardous events near equipment.

Intuitive Digital-Twin-Based Monitoring

By displaying the location and status of hazardous events on a digital-twin screen, the system can help managers understand situations more quickly.

Enhanced Delivery of Warnings to Workers

Hazard information can be delivered to workers through not only the administrator dashboard but also on-site displays, voice guidance, AR glasses, and warning lights.

Safety Training Data Collection

Hazardous-event records can be used to create safety training materials and improvement reports based on actual site cases.

AI Enhancement of Existing CCTV

Existing CCTV and monitoring systems can be retained while adding AI video analytics, digital-twin monitoring, and notification functions.

Deployment Process

1. Requirements Review

We review the customer’s industrial site layout, hazardous processes, safety management standards, existing cameras, notification methods, and deployment objectives.

2. Site Environment Analysis

We analyze camera locations, lighting, worker routes, equipment locations, hazardous zones, PPE types, network environment, and existing monitoring systems.

3. Definition of Detection Items

We define detection items such as PPE compliance, hazardous-zone access, abnormal behavior, hazardous situations near equipment, and violations of work procedures.

4. PoC Deployment

For selected processes or zones, we verify camera integration, AI analytics, event detection, dashboard display, and notification methods.

5. Digital-Twin Monitoring Configuration

We configure the digital-twin monitoring screen to reflect the site layout, equipment locations, hazardous zones, camera positions, and event-display methods.

6. System Integration

We integrate the solution with existing CCTV, VMS, monitoring systems, on-site alert devices, safety management systems, and AR equipment.

7. Operational Validation and Enhancement

Using actual site data, we improve detection accuracy, alert criteria, dashboard usability, event reports, and training applications.

What BorySafe Guard Solution Can Do

Build an AI safety monitoring system for industrial sites
Worker object recognition
PPE compliance detection
Hazardous-zone access detection
Abnormal worker behavior detection
Monitor hazardous situations near equipment
Integrated multi-camera monitoring
Visualize sites with a digital twin
Integrate AR safety warnings
LLM-based natural-language warning message generation
Administrator dashboard development
Event logging and statistical management
Safety report generation
Integrate with existing CCTV and VMS
Integrate with on-site warning lights, speakers, and displays
Build an on-premises industrial safety system
Build a cloud-based safety monitoring system
Establish a serious-accident prevention monitoring framework

Implementation Inquiries

Depending on the customer’s site layout, hazardous processes, camera configuration, PPE standards, monitoring method, and alert policies, BorySafe Guard Solution can be proposed as a PoC, a single-process deployment, integrated multi-camera monitoring, digital-twin monitoring, or AR safety guidance integration.

Inquiry About AR and Digital-Twin Industrial Safety Solution Deployment
Inquiry About Building a Factory Unsafe-Behavior Detection System
Inquiry About a PPE Compliance Detection System
Inquiry About a Hazardous-Zone Access Detection System
Inquiry About Integrating AI Analytics with Existing CCTV
Inquiry About Building a Digital-Twin Industrial Safety Monitoring System
Inquiry About AR Safety Warning Integration
Inquiry About a Serious-Accident Prevention PoC
Inquiry About Building an Industrial Safety Report and Dashboard System
Request a Proposal

Important Information

BorySafe Guard Solution is an AI-based industrial safety solution that supports safety management and hazardous-situation monitoring at industrial sites.

This solution assists industrial safety managers in decision-making and on-site response. It should not be represented as a standalone safety device that guarantees prevention of every accident or automatic detection of every hazardous situation.

AI analysis results and warning events should be used in accordance with review by the on-site safety manager and established operating standards.

Detection performance and deployment methods may vary depending on site lighting, camera locations, worker occlusion, PPE types, equipment layout, worker routes, and network conditions.

AR glasses or AR HUD functions can be applied selectively according to the customer site and equipment configuration.

If worker video, location, or behavior events are stored or analyzed, prior consultation is required regarding personal-data protection, employee notification, video-information processing-device operation standards, and internal security policies.

Before deployment, the site layout, camera installation locations, hazardous-zone criteria, PPE standards, notification methods, dashboard configuration, and personal-data processing standards must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryForesight Solution

bory.ai — Wed, 5 Aug 2026 10:44:57 +0900

BoryForesight Solution | Bory XAI Accident Cause Prediction Integrated Monitoring Solution |

An XAI-based integrated monitoring solution that predicts accident causes from accident data and sensor status information and explains the rationale behind its assessments

BoryForesight Solution is an XAI-based integrated accident cause prediction and monitoring solution that analyzes accident data and sensor status information generated in industrial sites, chemical-handling facilities, and public safety monitoring environments, predicts potential accident causes, and provides the rationale in an explainable AI format.

Conventional monitoring systems often focus on displaying abnormal sensor values, alarm activation, equipment status, and whether an event has occurred. In actual safety management environments, however, it is important to verify not only that “an alarm occurred,” but also “why the situation occurred,” “which cause is most likely,” and “which sensor conditions and accident context influenced the assessment.”

BoryForesight Solution integrates accident history, facility information, process information, material information, sensor status information, and accident descriptions as inputs to an accident cause prediction model, then provides both the prediction results and explainable rationale.

It can be integrated with the customer’s existing sensor servers, monitoring dashboards, safety management systems, and accident reporting systems to build accident cause prediction, accident context analysis, XAI explanations, and integrated monitoring APIs.

[Solution Implementation Inquiry][Accident Cause Prediction PoC Inquiry][Integrated Monitoring Implementation Consultation][Request a Proposal]

Customer Challenges

Alarms are generated, but identifying the cause is difficult

Industrial sites generate a wide range of sensor data, including gas concentration, pressure, flow rate, temperature, humidity, pH, and equipment status. However, the fact that a sensor value has exceeded a threshold alone is not enough to immediately determine the cause of an accident.

BoryForesight Solution analyzes sensor status and accident context together to predict possible accident causes and provide explanatory information that monitoring personnel can review.

Accident data and sensor data are managed separately

At many sites, accident history, sensor data, facility information, process information, and material information are managed in separate systems.

BoryForesight Solution integrates distributed data into an analytical structure that can be used for accident cause prediction and establishes an AI analysis environment based on accident context.

The rationale behind AI prediction results is needed

An accident cause prediction system is difficult to use in the field if it provides only the final result.

BoryForesight Solution explains the predicted accident cause candidates together with key contributing factors, related keywords, sensor status, and accident context, enabling monitoring personnel to review the AI results.

Accident reporting and post-incident analysis are repetitive

After an accident, various documentation tasks are required, including cause analysis, response records, recurrence prevention measures, internal reports, and reports to relevant authorities.

BoryForesight Solution organizes accident cause prediction results and explainable rationale into reports to support accident analysis and reporting tasks.

Solution Overview

BoryForesight Solution integrates and analyzes accident data, sensor data, and facility, process, and material information to predict possible accident causes and provide the monitoring system with prediction results and explanatory information.

Key functions are as follows.

Accident data collection and cleansing
Sensor status information conversion
Accident context text generation
Application of an accident cause prediction model
Analysis of multiple accident cause candidates
XAI-based explanation of assessment rationale
Identification of key contributing factors
Development of an API for integrated monitoring
Integration with Existing Sensor Servers and Monitoring Systems
Generate accident cause analysis reports
Development of an administrator dashboard
Customization of accident types by customer site

Key Functions

1. Accident Data-Based Cause Prediction

BoryForesight Solution is designed to analyze historical accident records and accident description data to predict possible accident causes.

Accident type, location, handled materials, process information, facility status, work conditions, and sensor status can be combined as inputs to the accident cause prediction model.

The prediction output can be expanded to provide multiple possible causes rather than only a single cause.

2. Sensor Status Text Conversion

BoryForesight Solution can convert sensor readings into analyzable status information instead of treating them only as simple threshold alarms.

For example, information such as rising gas concentration, abnormal pressure, reduced flow rate, rapid temperature change, missing sensor data, and communication errors can be converted into status text and combined with accident description data for accident cause prediction.

This approach is useful for connecting numerical data and text-based accident descriptions within a single analytical workflow.

3. Accident Context Generation

Accident causes are difficult to determine from individual sensor values alone.

BoryForesight Solution combines facilities, processes, materials, location, work conditions, sensor status, and accident descriptions to construct the accident context.

This enables analysis that reflects the situational context in which an accident may occur, rather than monitoring based only on simple alarms.

4. XAI-Based Assessment Rationale

BoryForesight Solution provides the rationale behind the accident cause candidates predicted by AI.

It can organize, in an explainable format, which keywords, accident descriptions, sensor conditions, and site information influenced the prediction results.

Monitoring personnel can review the explanatory rationale together with actual site conditions rather than accepting AI-generated results without verification.

5. Integrated Monitoring API

BoryForesight Solution can provide accident cause prediction results, prediction probabilities, confidence levels, key contributing factors, accident context explanations, and report data through APIs.

AI-based accident cause prediction functions can be added by integrating the solution with existing monitoring dashboards, safety management systems, sensor monitoring servers, and accident reporting systems.

6. Accident Cause Analysis Report Generation

Accident cause prediction results and XAI explanation information can be organized in report format.

Reports can include an accident overview, input data, major sensor conditions, predicted cause candidates, rationale, similar accident patterns, and reference information for response.

Report templates can be configured to match the customer’s internal reporting or accident analysis formats.

7. Dashboard Integration

BoryForesight Solution can be integrated with existing monitoring screens or implemented as a separate administrator dashboard.

Administrators can review accident events, sensor status, predicted causes, risk levels, explanatory rationale, and analysis history.

The system can be configured to retrieve analysis results by site, equipment, accident type, and period.

8. Customer-Specific Model Configuration

Accident types, sensor configurations, process structures, and management standards vary by industrial site.

BoryForesight Solution can adjust analysis items and the model application scope to the customer’s accident history, site data, sensor configuration, and monitoring method.

Available Configurations

Standard Implementation Configuration

Accident Data Input Module
Accident description data cleansing module
Sensor Status Conversion Module
Accident context generation module
Accident Cause Prediction Model
XAI Explanation Module
Prediction Results API
Accident Event Inquiry Screen
Accident cause analysis report
Administrator dashboard

Extended Implementation Configuration

Existing Sensor Server Integration
CCTV and Video Analytics System Integration
Industrial-Safety Monitoring Dashboard Integration
Process and equipment information integration
Chemical substance information integration
Accident history database development
Application of the customer’s accident report format
Field Alert System Integration
On-Premises Deployment
Cloud server deployment
User permission management
Statistical and analytical dashboard development
API-based external system integration
Model customization by customer accident type

Application Scenarios

Integrated Industrial-Safety Monitoring

Sensor events and accident information generated at factories, manufacturing sites, logistics facilities, loading and unloading areas, and storage facilities can be analyzed in an integrated manner.

Administrators can review not only simple alarms but also predicted accident cause candidates and the rationale behind the AI assessment.

Chemical Accident Cause Analysis

Chemical-handling facilities may encounter various accident factors, including gas leaks, abnormal pressure, flow changes, equipment failure, and operator error.

BoryForesight Solution combines facility information, process information, material information, and sensor status information to support accident cause prediction and explainable analysis.

Advancement of Public Safety Monitoring Systems

Local governments, public institutions, industrial complexes, and environmental safety organizations can establish accident cause prediction systems based on accident history and field data.

Monitoring operations can be enhanced by integrating BoryForesight prediction APIs and XAI report functions with existing monitoring systems.

Equipment and Facility Risk Analysis

Repeated accident patterns and abnormal sensor conditions can be analyzed to identify risk factors by equipment, process, and facility.

Operations personnel can set inspection priorities and improvement directions based on predicted accident causes and key contributing factors.

Accident Report Automation

Following an accident, cause analysis, sensor status, major events, prediction results, and response reference information can be organized into a report.

Accident analysis personnel can reduce repetitive documentation and focus on reviewing causes and establishing measures to prevent recurrence.

AI Enhancement of Existing Sensor Systems

When an existing sensor monitoring system provides only values and alarms, BoryForesight Solution can be integrated to add accident cause prediction capabilities.

Sensor values, status text, accident context, and XAI explanations can be combined to create a more advanced monitoring environment.

Expected Benefits

Systematization of Accident Cause Analysis

Cause analysis that previously depended on personnel experience after an accident can be converted into a data-driven analytical structure.

Accident data, sensor status, and site context can be integrated to systematically review possible accident causes.

Decision Support for Monitoring Personnel

Monitoring personnel can review not only simple alarms but also predicted accident cause candidates and the rationale behind the AI assessment.

This enables faster situational assessment and initial response decisions.

Enhancement of Existing Monitoring Systems

Accident cause prediction APIs and XAI explanation functions can be added to existing sensor monitoring systems or monitoring dashboards.

AI-based accident analysis capabilities can be expanded while retaining the existing system.

Improved Efficiency of Accident Reporting

Accident cause prediction results and explainable rationale can be organized into reports for internal reporting, accident analysis, and the establishment of recurrence prevention measures.

Improved Reliability Through Explainable AI

Providing key contributing factors together with prediction results improves the reviewability and explainability of AI analysis results.

Repeated Accident Pattern Analysis

Accumulated accident history and sensor status data can be analyzed to identify recurring accident types and causal patterns.

This enables a shift from post-incident response-focused management to a prevention-oriented safety management framework.

Implementation Process

1. Requirements Review

We review the customer’s site structure, available accident data, sensor configuration, monitoring system, reporting process, and security policies.

2. Data Structure Analysis

We analyze accident history data, sensor data, facility information, process information, material information, and existing report formats.

3. PoC Design

Using selected accident history and sample sensor data, we verify the feasibility of accident cause prediction, sensor status conversion, XAI explanations, and dashboard integration.

4. Accident Context Generation Structure Development

We configure a data structure that combines sensor status, accident descriptions, and facility, process, and material information for use in accident cause prediction.

5. Prediction Model and XAI Explanation Application

An accident cause prediction model and explainable AI module are applied according to the customer’s accident types.

The system is configured to display prediction results, key contributing factors, and explanatory statements.

6. API and Dashboard Integration

The solution is integrated with existing monitoring systems, sensor servers, safety management systems, and accident reporting systems.

Prediction results and explanatory information are provided through APIs or dashboards.

7. Operational Verification and Enhancement

Prediction results and report quality are reviewed using actual accident data and monitoring events, then improved according to the customer’s operating standards.

What BoryForesight Solution Can Deliver

Accident cause prediction system development
AI analysis based on accident data
Sensor Status-to-Text Conversion
Accident context generation
Analysis of multiple accident cause candidates
XAI-based assessment rationale
Identification of key contributing factors
Generate accident cause analysis reports
Development of an API for integrated monitoring
Existing Sensor Server Integration
Industrial-Safety Monitoring Dashboard Integration
Advancement of Public Safety Monitoring Systems
Chemical accident analysis system development
Equipment and process risk analysis
Model Enhancement Using Customer Accident Data
On-premises accident analysis system development
Cloud-based monitoring system development

Adoption Inquiry

BoryForesight Solution can be proposed as a PoC, sensor integration, API integration, dashboard development, or integrated monitoring system implementation tailored to the customer’s accident data, sensor configuration, facility information, monitoring system, and reporting process.

XAI Accident Cause Prediction Solution Inquiry
Inquiry About Building an Integrated Industrial-Safety Monitoring System
Inquiry About a Sensor-Based Accident Analysis System
Inquiry About Existing Monitoring Dashboard API Integration
Chemical Accident Cause Analysis PoC Inquiry
Public Institution and Industrial Facility Accident Analysis System Inquiry
Inquiry About Developing an AI Model Based on Accident Data
Accident Cause Analysis Report Automation Inquiry
On-Premises Implementation Inquiry
Request a Proposal

Important Information

BoryForesight Solution is an integrated monitoring solution that supports accident cause prediction and explainable AI analysis based on accident data and sensor status information.

This solution is an auxiliary system that supports the decisions of monitoring personnel and accident analysis work. It is not presented as a standalone system that conclusively determines whether every accident has occurred or identifies its cause.

Prediction results and automatically generated reports should be used after review by safety management personnel and verification of actual site conditions.

Analysis results may vary depending on the quality of the customer’s accident data, sensor configuration, facility information, process information, data integration method, and field operating standards.

When integrating sensor data, accident history, facility information, and internal monitoring systems, prior consultation is required regarding the customer’s security policies, personal information protection standards, internal network configuration, access permissions, and data retention standards.

Before implementation, the systems to be integrated, data formats, accident types, sensor configurations, report formats, monitoring screen composition, and operating processes must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryShield XAI Solution

bory.ai — Wed, 5 Aug 2026 10:43:35 +0900

BoryShield XAI Solution | BORY LLM-Based Cyber Threat Analysis and Report Automation Solution

An LLM-based XAI security analysis solution that analyzes security logs and threat detection results and automatically organizes detection evidence and response information into reports

BoryShield XAI Solution is an LLM-based cyber threat analysis and report automation solution that analyzes security logs, threat detection results, network events, and threat intelligence data generated by enterprises, public institutions, and security operations organizations, and automatically organizes them into explanatory reports that security personnel can understand.

Existing security operations systems detect threat events and provide alerts, but security personnel must still reinterpret the detection results, review related logs, find similar past cases, and compile reports. This process is repetitive and time-consuming, and the quality of analysis may vary depending on the analyst's experience.

BoryShield XAI Solution enhances security analysis by combining vector-based similarity search, keyword search, LLM-based threat explanations, and automated XAI report generation for security data.

It can be integrated with a customer's existing SIEM, security operations system, log collection system, and threat detection system to automate cyber threat analysis and report preparation.

[Solution Adoption Inquiry][Security Report Automation Consultation][PoC Implementation Inquiry][Request a Proposal]

Customer Challenges

There are many security events, but not enough time to analyze them

Corporate and institutional security systems generate large volumes of logs and events every day. However, it is difficult for people to manually analyze every event and document whether it is a threat and the basis for that judgment.

BoryShield XAI Solution analyzes the threat context based on detection results and automatically generates explanatory reports for review, reducing security analysis time.

It is difficult to explain the basis for detection results

Even when security equipment detects a threat event, a separate process is required to explain why the event is dangerous, which logs support the judgment, and which past cases are similar.

BoryShield XAI Solution analyzes detection results and related data and organizes the threat assessment basis, key indicators, similar cases, and response reference information into a natural-language report.

Report-writing tasks occur repeatedly

Security operations work requires various types of documents, including customer reports, internal reports, incident response reports, and audit response reports.

BoryShield XAI Solution supports the configuration of report templates according to each institution's report format and analysis items, enabling automatic documentation of threat event analysis results.

It is difficult to quickly find emerging threats and similar cases

Emerging or modified attacks may be difficult to find through conventional keyword searches alone.

BoryShield XAI Solution vectorizes security data and applies similarity search to help find threat cases that are expressed differently but are semantically similar.

Solution Overview

BoryShield XAI Solution integrates security logs, detection events, threat intelligence, past incident cases, and analysis report data to provide analysis results in a form that security personnel can understand.

Key functions include the following.

Collection of security logs and detection results
Threat data preprocessing
Security data vectorization
Keyword and similarity search
Search for similar past threat cases
LLM-based threat explanation generation
Automated XAI report generation
Report template management
Administrator analysis interface implementation
Integration with existing security operations systems
API-based delivery of analysis results

Key Functions

1. Security Log and Detection Result Analysis

BoryShield XAI Solution can analyze event data generated by security equipment, monitoring systems, and log collection systems.

Depending on the customer's environment, it can integrate various security data such as firewalls, EDR, NDR, IDS/IPS, SIEM, web application firewalls, server logs, and network logs.

The data to be analyzed is adjusted according to the customer's security environment and the scope of integration.

2. Vector-Based Similarity Search

Security logs, attack descriptions, detection results, and threat intelligence data can be vectorized to search for similar threat cases.

Even when ordinary keywords do not match exactly, it can be used to find semantically similar attack patterns, past cases, and analysis reports.

This enables security personnel to identify more quickly how a new event relates to existing attack types.

3. Keyword Search and Hybrid Search

Accurate indicator searches are also important in security analysis.

BoryShield XAI Solution can use explicit keyword searches for IP addresses, domains, hashes, attack names, vulnerability names, device names, log fields, and more together with semantic vector searches.

This enables a security analysis environment that combines precise searches with searches for similar cases.

4. LLM-Based Threat Explanation Generation

Based on detected events, BoryShield XAI Solution can organize the threat type, key indicators, basis for judgment, similar cases, and response references in natural language.

Before interpreting complex logs and event data, security personnel can first review AI-generated summaries and explanations.

5. Automated XAI Report Generation

Threat detection results can be automatically organized in report form.

Reports may include the following information.

Detection event summary
Threat type
Key logs and indicators
Basis for judgment
Similar threat cases
Reference information for risk assessment
Recommended response actions
Analyst review notes
Institution-specific report format

Templates can be adjusted to match the customer's internal reporting format or security operations report format.

6. Report Template Management

Each institution has different security report formats and preparation standards.

BoryShield XAI Solution can configure report templates to match the customer's reporting framework.

It can be expanded into various formats such as security operations reports, incident analysis reports, monthly reports, customer reports, and internal review reports.

7. Administrator Analysis Interface

Security personnel can use the administrator interface to review detection events, similar cases, analysis results, automatically generated reports, and review status.

Analysts can review AI-generated reports, revise or approve them as needed, and then use them for internal or customer reporting.

8. Integration with Existing Security Systems

BoryShield XAI Solution is not intended to replace existing security systems. It can be implemented to enhance the analysis, explanation, and reporting capabilities of those systems.

Depending on the customer environment, it can be integrated with the following systems.

SIEM
Security operations system
Log collection system
EDR/NDR
IDS/IPS
Firewall
Web application firewall
Threat intelligence system
Internal reporting system
Dashboard and monitoring interface

Available Implementation Configurations

Basic Implementation Configuration

Security log input module
Detection result integration module
Data preprocessing module
Vector embedding module
Similarity search module
Keyword search module
LLM-based analysis module
XAI explanation generation module
Automated report generation module
Administrator interface
Report template management function

Extended Implementation Configuration

SIEM integration
EDR/NDR integration
Threat intelligence integration
On-premises deployment within an internal network
Cloud-based deployment
Customization of institution-specific report formats
Security operations dashboard integration
API-based delivery of analysis results
Analyst review and approval process
Automated monthly and weekly report generation
Automation of customer-facing reports
LLM model customization
Security data vector database implementation

Application Scenarios

Security Operations Center Report Automation

The solution can be implemented as a system that analyzes events detected by a security operations center and automatically generates customer or internal reports.

Security operations personnel can reduce repetitive document preparation time and focus on critical threat assessment and response.

Advanced Threat Analysis for Enterprise Security Teams

Enterprise security teams can quickly understand threat context based on existing logs and detection results.

BoryShield XAI Solution searches for past attack cases similar to new events and organizes the analysis basis in natural language to support security personnel's decisions.

Security Reporting Framework for Public and Financial Institutions

Explainability and a structured reporting framework for security events are important to public and financial institutions.

BoryShield XAI Solution structures detection results, the basis for judgment, similar cases, and response references so they can be used for internal reporting and audit response materials.

Emerging Cyber Threat Analysis

New attack types, modified attacks, evasive attacks, and adversarial attacks may be difficult to analyze using simple keyword-based searches.

BoryShield XAI Solution uses vector-based similarity search and LLM-based explanations to compare new threat events with existing cases and organize the results into analysis sentences that security personnel can understand.

Security Data Analysis API Implementation

If a customer operates its own security platform, BoryShield XAI Solution's analysis results can be integrated through an API.

Threat explanations, similar-case search, and automated report generation can be added while retaining the existing interface.

Expected Benefits

Reduced Security Analysis Time

Repetitive log review and report preparation can be reduced, allowing security personnel to focus on actual threat assessment and response.

Standardized Report Quality

Security reports that were previously written differently by each person can be generated from standardized templates to maintain consistent reporting quality.

Enhanced Explainability of Detection Results

Instead of receiving only event alerts, users can also see why an event is considered a threat, which logs and indicators support that judgment, and which cases are similar.

Enhancement of Existing Security Systems

LLM-based analysis, XAI explanations, and report automation functions can be added while retaining existing security equipment and monitoring systems.

Foundation for Responding to Emerging Threats

Vector search and LLM analysis can help analyze threat events that are difficult to explain using existing rule-based detection more quickly.

Knowledge Transfer and Accumulation of Analysis Expertise

Accumulated analysis results and reports from security personnel can be used as an internal organizational knowledge asset for security analysis.

Implementation Process

1. Requirements Review

We review the customer's security operations method, security equipment configuration, report formats, data security policies, and internal network structure.

2. Data Structure Analysis

We review the available security logs, detection events, threat intelligence, existing reports, and analysis history data that can be integrated.

3. PoC Design

Using selected logs and detection results, we validate the feasibility of similarity search, threat explanation generation, and automated report generation.

4. Search and Analysis System Implementation

The vector database, keyword search, data preprocessing, LLM analysis, and XAI explanation generation architecture are implemented to suit the customer's environment.

5. Report Template Application

Automated templates are configured to match the customer's internal report format, security operations report format, and customer report format.

6. System Integration

The solution is integrated with the existing SIEM, log collection system, security operations dashboard, and internal reporting system.

7. Operational Validation and Enhancement

Analysis results and report quality are reviewed using actual security events and improved to match the customer's operating standards.

What You Can Do with BoryShield XAI Solution

Implement a security log analysis system
Automate explanations of threat detection results
Search for similar security event cases
Perform vector-based security data searches
Search threat indicators by keyword
Generate LLM-based threat analysis narratives
Automatically generate XAI-based security reports
Configure institution-specific report templates
Automate security operations reporting tasks
Integrate with existing SIEM and security operations systems
Integrate threat intelligence data
Implement a security analysis API
Implement an internal-network-based security analysis system
Implement a cloud-based security analysis service
Implement an administrator interface for security personnel

Adoption Inquiries

BoryShield XAI Solution can be proposed as a PoC, internal-network deployment, cloud deployment, API integration, or report automation project tailored to the customer's security data structure, monitoring system, report formats, and internal security policies.

Inquiry about adopting an LLM-based cyber threat analysis solution
Inquiry about implementing security report automation
Inquiry about security operations system integration
Inquiry about implementing a threat similarity search system
Inquiry about integration with an existing SIEM
Inquiry about security analysis API development
Inquiry about on-premises deployment within an internal network
Inquiry about implementing a security reporting framework for public and financial institutions
Request for a PoC proposal

Important Information

BoryShield XAI Solution is an AI-based security analysis solution that supports the analysis and explanation of security logs and threat detection results and automates report preparation.

This solution is not a standalone blocking device that replaces existing security equipment or security operations systems. It is an auxiliary analysis system that supports security personnel's analysis and reporting work.

We recommend that analysis results and automatically generated reports be used after review and approval by security personnel.

Threat analysis accuracy and report quality may vary depending on the customer's log quality, data structure, detection system configuration, training data, report templates, and security policies.

When security logs and internal system data are integrated, prior consultation is required regarding the customer's security policies, personal information protection standards, internal network configuration, access permissions, and data storage standards.

Before adoption, the target systems for integration, data formats, report formats, operating process, security policies, and deployment environment must be reviewed in advance.

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryMusicAI Platform

bory.ai — Wed, 5 Aug 2026 10:37:40 +0900

BoryMusicAI Platform | Bory AI Music Education Analytics Platform |

Bory's common AI music education platform that analyzes performance audio, vocals, sheet music, MIDI, and learning histories with AI and connects them to performance assessment, personalized feedback, learning reports, and music content generation

BoryMusicAI Platform Overview

BoryMusicAI Platform is Bory's AI music education analytics platform that uses AI to analyze performance audio, vocal recordings, sheet music, MIDI, beat, rhythm, and pitch data, and learning history data, connecting them to performance assessment, learning feedback, practice assignment recommendations, music education reports, and content generation.

In music education, instructors must listen to learners' performances and assess pitch, beat, rhythm, tempo, dynamics, expressiveness, repeated mistakes, and practice history. However, repeatedly reviewing and documenting every learner's performance imposes a significant time and workload burden.

BoryMusicAI Platform provides a common platform for performance analysis, score comparison, AI feedback, learning history management, education dashboards, and content generation, enabling music teachers and institutions to review learner performance data more systematically.

BoryMusicAI Platform can be deployed as a standalone platform or integrated with BoryPlayScore, Songle, BoryAudio Solution, BoryVoice Platform, educational apps, music academy management systems, and online course platforms.

[Platform Implementation Inquiry][AI Music Education Analytics Consultation][Performance Analysis PoC Inquiry][Request a Proposal]

Category	Details
Platform Type	A common AI analytics platform for music education, performance analysis, composition and arrangement, and feedback generation
Core Data	Performance audio, vocal recordings, MIDI, sheet music, tempo, rhythm, and pitch data, and learning histories
Core Functions	Pitch, beat, and rhythm analysis; performance scoring; score comparison; personalized feedback; and learning reports
Target Users	Music academies, schools, online music education, practical music programs, instrument practice apps, and competition and evaluation systems
Integrated Products	BoryPlayScore, Songle, BoryAudio Solution, BoryVoice Platform, BORY AI Platform

Platform Definition

BoryMusicAI Platform is a common platform that modularizes Bory's AI music education analytics technology.

A product is a packaged offering delivered to a customer, a solution is a system built for the customer's environment, and a platform is a shared technology foundation from which multiple products and solutions can be created repeatedly.

BoryMusicAI Platform provides the following functions within a unified platform architecture.

· Performance audio collection and analysis

· Vocal and instrument audio analysis

· Pitch and intonation analysis

· Beat, rhythm, and tempo analysis

· Sheet music and MIDI comparison analysis

· Performance accuracy and completeness assessment

· AI-based performance feedback generation

· Personalized practice assignment recommendations

· Learning history and growth trend management

· Teacher learning dashboard

· Music content and practice-piece generation integration

· External education system API integration

In other words, BoryMusicAI Platform is Bory's common AI music education analytics platform that “listens to, analyzes, compares, and evaluates music learning data and converts it into feedback and learning reports.”

Customer Challenges

Performance assessment depends heavily on the teacher's experience and available time

Music education relies on teachers' listening skills, experience, and observation to assess learner performance. However, as class sizes grow or online lessons increase, it becomes difficult to listen to and document every performance in detail. BoryMusicAI Platform performs an initial AI analysis of performance data so teachers can understand learning status more quickly.

It is difficult for learners to objectively identify where they made mistakes

Learners often cannot tell whether they sang or played the wrong pitch, fell behind the beat, or repeatedly made mistakes in a particular section. BoryMusicAI Platform can compare actual performance with sheet music, MIDI, and reference audio to identify section-level errors and improvement points.

Practice histories are not accumulated as data

The number of practice sessions, practice time, repeated mistakes, improvement speed, and completion level for each piece are important educational data. However, most learning environments do not store this history systematically. BoryMusicAI Platform stores learning data and presents growth trends through dashboards and reports.

Online music education lacks timely feedback

In remote lessons and online courses, teachers cannot directly observe every stage of a learner's practice. BoryMusicAI Platform analyzes recorded or uploaded performances and provides basic feedback, serving as a complementary tool for online music education.

Creating music education content and assignments becomes repetitive work

Teachers must create level-specific practice pieces, rhythm exercises, pitch exercises, vocal exercises, and repeated assignments. Based on learner levels and analysis results, BoryMusicAI Platform can assist in generating practice assignments, feedback text, and educational content.

Platform Overview

BoryMusicAI Platform is Bory's common music AI platform that collects, analyzes, evaluates, and visualizes music education data and integrates it with education services.

· Audio input and recording module

· Audio preprocessing and noise reduction module

· Pitch and intonation analysis module

· Rhythm, beat, and tempo analysis module

· Sheet music and MIDI comparison module

· Performance scoring and error-section detection module

· Vocal and instrument-specific feature analysis module

· AI feedback generation module

· Learning history and growth trend management module

· Teacher and learner dashboards

· Music content generation integration module

· Education platform API integration module

Depending on the customer's educational environment, BoryMusicAI Platform can be configured as a web-based platform, a mobile app-integrated system, an administrative system for academies and schools, an online lesson platform, or an API-integrated system.

Core Modules

1. Performance Audio Input and Recording Module

This module collects learner performance audio, vocal recordings, instrument recordings, and submitted assignment files. It can integrate with mobile apps, web browsers, PCs, kiosks, and external recording devices.

· Piano, guitar, violin, and wind instrument performance recording

· Vocal practice audio collection

· Assignment audio upload

· Online lesson performance file collection

· Audio storage by practice session

2. Audio Preprocessing Module

This module processes noise, volume variations, silent sections, and differences in audio length caused by recording environments before analysis. It is a foundational function for improving analysis quality.

· Noise reduction

· Silence detection

· Volume normalization

· Performance start and end detection

· File format conversion

3. Pitch and Intonation Analysis Module

This module analyzes pitch changes in instrumental or vocal performances and identifies differences from reference pitches. It can analyze intonation accuracy, off-pitch notes, sustained-note stability, and section-level pitch changes.

· Intonation accuracy analysis

· Off-pitch section detection

· Vocal pitch stability analysis

· Assistance in checking instrument tuning status

· Section-level pitch graph generation

4. Rhythm, Beat, and Tempo Analysis Module

This module analyzes the temporal structure of a performance to identify beat, rhythm, tempo, timing instability, delays, and rushing.

· Beat accuracy analysis

· Rhythm pattern comparison

· Tempo stability analysis

· Measure-level timing error detection

· Performance comparison against a metronome reference

5. Sheet Music and MIDI Comparison Analysis Module

This module compares learner performances with reference sheet music, MIDI, model performances, or teacher-provided reference audio. It can identify where errors occurred, which notes were omitted, and which rhythms differed.

· Sheet music-based performance comparison

· MIDI-based pitch and rhythm comparison

· Measure-level error analysis

· Repeated-error section detection

· Piece completion analysis

6. Performance Scoring and Assessment Module

This module provides performance assessment results by combining pitch, beat, rhythm, tempo, completion, repeated mistakes, and expressive elements. Scoring categories and criteria can be adjusted to educational objectives.

· Performance accuracy score

· Separate scores for pitch and beat

· Piece completion assessment

· Assignment pass criteria settings

· Learner-specific assessment reports

7. AI Feedback Generation Module

This module converts analysis results into sentences that learners can easily understand. Rather than showing only scores, it explains the sections that need improvement and recommended practice directions.

· Section-level improvement feedback

· Guidance text by learner level

· Draft teacher comments

· Practice method recommendations

· Next assignment suggestions

8. Personalized Learning History Management Module

This module stores and manages learners' practice frequency, assignment submissions, score changes, improved sections, and progress by piece.

· Practice history storage

· Score trend tracking

· Progress management by piece

· Repeated-error pattern analysis

· Learner growth reports

9. Teacher Dashboard Module

This administrative screen allows teachers to review each learner's performance status and assignment progress. It provides visibility into student weaknesses, assignment submission status, and lesson preparation materials.

· Learning status by class and student

· Assignment submission management

· Error-section review

· AI feedback review

· Lesson report generation

10. Learner Feedback Screen Module

This screen allows learners to review their performance analysis results. It provides scores, pitch and beat graphs, error sections, improvement feedback, and the next practice assignment.

· My performance analysis results

· Measure-level error display

· Pitch and rhythm graphs

· AI coaching messages

· Next practice assignment review

11. Music Content Generation and Recommendation Module

This module assists in generating practice patterns, rhythm exercises, pitch exercises, accompaniment, and simple composition and arrangement content tailored to each learner's level and goals.

· Level-specific practice assignment generation

· Rhythm training content generation

· Vocal practice phrase generation

· Accompaniment and practice-track recommendations

· Songle-integrated music generation

12. Education System API Module

This API module connects BoryMusicAI Platform analysis results with academy management systems, online course platforms, mobile apps, LMSs, and external content platforms.

· Performance analysis API

· Assignment submission API

· Learning history API

· Assessment result API

· Education dashboard integration API

Platform Deployment Models

Web Platform Type

This type provides performance audio upload, analysis result viewing, and teacher dashboard operation through a browser. It is suitable for music academies, schools, and online lesson services.

Mobile App-Integrated Type

This type allows learners to record performances on a smartphone and review analysis results. It is suitable for personal practice, assignment submission, and remote lessons.

Educational Institution Administrator Type

This type enables academies, schools, and educational institutions to manage assignments, scores, feedback, and learning histories for multiple learners in one place.

API Integration Model

This type connects performance analysis and AI feedback functions to a customer's existing education platform, LMS, music app, or academy management system via APIs.

Cloud Model

This type manages multiple branches, learners, and content resources centrally in the cloud. It is well suited to expansion into a service-based music education platform.

On-Premises Model

This type can be deployed in environments that require private-network or self-hosted server operation, such as schools, institutions, and corporate training centers.

Application Areas

Music Academies and Practical Music Education

It can be used for learner performance assignment submission, performance scoring, AI feedback, teacher dashboards, and learning history management.

School Music Education

It can be used in elementary, middle, high school, and university music classes for performance assignment assessment, rhythm and beat training, and personalized learning reports.

Online Music Education Platforms

It can be used to automatically analyze learner performances and provide feedback in remote lessons, online courses, and practice apps.

Instrument Practice Apps and Services

It can provide pitch, beat, and rhythm analysis and practice assignment recommendations for piano, guitar, string, wind, and other instrument practice.

Vocal Training

It can be used to analyze vocal pitch, range, pitch stability, phonation sections, and beat accuracy and to suggest practice directions.

Music Competition and Assessment Support

It can be used in a structure where AI provides initial analysis data for performance assessment and judges or teachers make the final decision.

AI Composition and Music Content Services

Through integration with Songle, it can expand into generating level-specific practice pieces, accompaniment, rhythm patterns, and educational music content.

Integrated Products and Solutions

BoryPlayScore

It serves as the core analytics platform for the AI Performance Analysis Package. It analyzes learner performance audio and provides scores, error sections, and feedback.

Songle

It can integrate with AI composition services to expand into educational practice-piece generation, accompaniment, music content generation, and customized music production.

BoryAudio Solution

It extends the scope of music education analytics by integrating audio analysis, acoustic feature extraction, music generation, and sound analysis functions.

BoryVoice Platform

It can integrate vocal analysis, speech analysis, voice input, voice feedback, and conversational educational guidance functions.

BoryData Platform

It can connect learning histories, assessment results, practice data, statistics, and reports to a data analytics platform.

BORY AI Platform

It connects generative AI, natural language processing, audio analysis, dashboard, and API functions to a higher-level AI platform.

Expected Benefits

More Efficient Performance Assessment

It reduces the burden of teachers repeatedly listening to and documenting every performance and allows AI analysis results to support lesson preparation and feedback.

Stronger Personalized Feedback

Learners can identify pitch, beat, rhythm, and repeated-error sections and receive specific practice directions.

Music Education Data Asset Development

Practice histories, assignment submissions, assessment results, and growth trends can be accumulated as data and used to improve educational quality.

Greater Competitiveness in Online Music Education

Performance analysis and feedback can be provided even in remote environments, improving the completeness of online music education services.

Higher Content Production Productivity

AI can assist with generating feedback, assignments, and practice content that teachers would otherwise create repeatedly.

Expansion of Bory's Music AI Product Portfolio

Based on BoryMusicAI Platform, BoryPlayScore, Songle, BoryAudio, educational apps, and music analytics APIs can be expanded rapidly.

Deployment Process

Requirements Review: The target learners, instrument types, assessment criteria, connected systems, and service format are reviewed.
Data Environment Analysis: Performance audio, vocal data, sheet music, MIDI, reference audio, and learning history data are reviewed.
Analysis Criteria Design: Pitch, beat, rhythm, tempo, completion, and feedback criteria are defined according to educational objectives.
PoC Implementation: Performance analysis, scoring, and feedback quality are validated using selected pieces and learner data.
Platform Implementation: The AI analysis engine, server, database, dashboard, APIs, user screens, and administrator screens are implemented.
Product and Service Integration: The platform is integrated with BoryPlayScore, Songle, educational apps, web services, and academy management systems.
Operational Validation and Enhancement: Analysis accuracy, feedback quality, screen usability, and reports are improved based on actual learning data.

What BoryMusicAI Platform Can Deliver

· AI music education analytics platform implementation

· Performance audio analysis engine implementation

· Pitch and intonation analysis system implementation

· Beat, rhythm, and tempo analysis system implementation

· Sheet music and MIDI-based performance comparison analysis

· AI performance scoring system implementation

· Section-level error detection and feedback generation

· Vocal training analytics function implementation

· Teacher learning dashboard implementation

· Learner performance feedback screen implementation

· Personalized learning history and growth trend management

· Automated music education report generation

· Level-specific practice assignment recommendations

· AI composition and practice-piece generation service integration

· Online music education platform integration

· Music academy and school assignment management system integration

· Performance analysis API provision

· BoryPlayScore core platform integration

· Songle music generation service integration

Implementation Inquiries

BoryMusicAI Platform can be proposed as a web platform, mobile app-integrated system, educational institution administrator system, cloud-based system, or API-integrated system depending on the customer's music education objectives, instrument types, learner scale, assessment criteria, available content, and existing system architecture.

· AI music education analytics platform adoption inquiry

· Performance analysis AI platform implementation inquiry

· AI performance scoring system inquiry

· Pitch and rhythm analysis engine inquiry

· Sheet music and MIDI comparison analysis inquiry

· Vocal training AI analytics inquiry

· Teacher music education dashboard inquiry

· Online music education platform integration inquiry

· BoryPlayScore integration inquiry

· Songle music generation service integration inquiry

· Request a PoC proposal

Important Information

BoryMusicAI Platform is an AI-based music education analytics platform that analyzes performance audio, vocals, sheet music, MIDI, and learning histories to support performance assessment and learning feedback.

This platform supports music education and practice and should not be presented as a replacement for professional teacher guidance or final assessment.

Performance analysis results may vary depending on recording quality, microphone performance, ambient noise, instrument tuning, performance speed, sheet music data quality, reference audio, and learning data conditions.

AI-generated scores, feedback, practice assignments, and reports should be reviewed by a teacher or operator and used appropriately for educational purposes.

When using audio recordings, sheet music, MIDI, accompaniment, or educational content, copyright, usage rights, and license scope must be reviewed in advance.

If learner voices, performance audio, names, learning histories, or assessment results are stored or analyzed, privacy standards and data security policies must be agreed in advance.

Before adoption, the target instruments, assessment criteria, data collection method, storage scope, copyright handling rules, personal data processing rules, connected systems, and operational standards must be reviewed.

Related Products, Solutions, and Platforms

Related Product

· BoryPlayScore / Bory AI Performance Analysis Package

· BoryTalk / Bory AI Web Chatbot Implementation and AI Conversation Engine Package

· YAONG / Language Therapy Robot

· YOYO / Companion Robot for Older Adults

Related Solution

· BoryAudio Solution / Bory Audio Analysis and Generation Solution

· BoryVoice Solution / Bory Speech Recognition and Lip-Reading STT Solution

· BoryTalk Solution / Bory AI Chatbot and Consultation Automation Solution

· BoryData Solution / Bory Data Analysis and Processing Solution

Related Platform

· BORY AI Platform / Bory Artificial Intelligence Platform

· BoryVoice Platform / Bory Voice and Conversational AI Platform

· BoryData Platform / Bory Data Analysis Platform

· BoryBioSignal Platform / Bory Biosignal and fNIRS Analytics Platform

Related Services

· Songle / AI Composition Service

· SpeechMate / Voice and Speech Therapy Training Service

· YAONG Service / YAONG Language Therapy Conversation Service

· YOYO Service / YOYO Companion Conversation Service for Older Adults

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BorySu Platform

bory.ai — Wed, 5 Aug 2026 10:35:52 +0900

BorySu Platform | Bory AI Shopping Mall Operations Automation Platform

A shopping mall operations platform that automatically uploads, edits, and manages large product catalogs for channels such as Naver Smart Store using templates, while using AI to generate product descriptions, keywords, and promotional content

Platform Overview

BorySu Platform is Bory's AI-powered shopping mall operations automation platform for efficiently registering, editing, and managing large product catalogs. Operators can edit product information in a web-based administrator interface, combine shared templates with product-specific details, and publish the results to sales channels such as Smart Store through APIs or Excel uploads.

Conventional shopping mall operations require repetitive content such as shipping notices, exchange and return policies, precautions, company introductions, and packaging information to be rewritten for each product. BorySu Platform converts this shared content into templates and combines it with product-specific information such as names, prices, options, images, and detailed descriptions, enabling bulk management of hundreds or thousands of products.

AI features can also automatically generate or recommend product descriptions, search keywords, blog promotion keywords, Naver Place promotion keywords, shopping mall logos, and brand copy. This allows the platform to expand beyond a simple product registration tool into an integrated environment for store operations, content creation, search visibility, and promotional management.

Category	Details
Primary Customers	Naver Smart Store, independent online stores, Youngcart, Gmarket, wholesale and imported-goods stores, and online sellers managing large product catalogs
Core Value	Reduce the time required for bulk product registration and editing while standardizing product-detail-page quality and search-keyword operations
Core Architecture	Crawler or product DB collection → Primary DB → Error filter → Secondary DB → Template assembly → Channel-specific upload
AI Application	Product description generation, keyword recommendations, blog and Naver Place promotion keyword recommendations, and logo and brand-copy generation
Expansion Direction	Multi-store management, supplier DB integration, automatic price and option updates, advertising and promotion automation, and operations dashboards

Platform Definition

BorySu Platform is a shared platform that modularizes Bory's AI shopping mall operations technologies.

BorySu Platform provides product data collection, product information normalization, shared-template management, product-specific detail management, bulk uploads, price and option updates, AI product-description generation, AI keyword recommendations, promotional-content recommendations, and a shopping mall operations dashboard within a single architecture.

· Large-scale product data collection and organization

· Upload management for sales channels such as Smart Store

· Separate management of shared templates and product-specific details

· Automatic product detail page assembly

· Product price, option, image, and description update management

· Automatic AI product-description generation and recommendations

· AI search-keyword recommendations

· Blog promotion keyword recommendations

· Naver Place promotion keyword recommendations

· Shopping mall logo and brand-copy generation

· Product data processing based on crawlers, databases, and error filters

· Channel-specific uploads via API and Excel

· Operations statistics and administrator dashboard

In short, BorySu Platform is Bory's shared AI shopping mall operations automation platform that collects and organizes product data, creates descriptions, assembles templates, uploads products to multiple channels, and manages search and promotion activities.

Customer Challenges

Bulk product registration and editing take too much time

When hundreds or more products are managed on Smart Store or an independent online store, operators must repeatedly enter product names, prices, options, images, detailed descriptions, shipping information, and exchange and return notices. As the catalog grows, registration and editing become operational bottlenecks.

Shared notices must be rewritten for every product

Shipping information, handled product categories, exchange, delivery and refund guidance, precautions, company introductions, titles, and packaging information apply to many products. When these are written separately for every product, updates may be missed and wording can become inconsistent.

Product-description quality varies by operator

Wholesale and imported goods, food products, household goods, and repeatedly listed products often require detail pages to be built from only limited information. AI product-description generation can turn basic information into detailed explanations, purchasing points, and guidance in a consistent tone.

Keyword operations that account for search visibility are difficult

Registering only a product name and detailed description is often insufficient to achieve adequate visibility in Naver Search, Shopping Search, Blog Search, and Naver Place Search. BorySu Platform recommends product-specific search and promotion keywords so operators can quickly establish a keyword strategy.

Supplier information and shopping mall listing information are separated

When supplier websites, wholesale databases, Excel files, independent stores, Smart Store, and Gmarket are managed separately, price, option, inventory, and description changes must be checked individually. The platform connects product data collection, error filtering, database organization, and channel-upload workflows in one process.

Different product-management methods by channel make operations complex

Naver Smart Store, Youngcart, Gmarket, and independent shopping malls use different input fields and upload methods. BorySu Platform creates a common product data structure and converts it into channel-specific upload formats, reducing the operational burden.

Platform Architecture Overview

BorySu Platform operates through the following structure, from product data collection to final shopping mall upload.

Product data collection: Collect data from supplier websites, wholesale databases, independent websites, Excel files, and direct input.
Primary DB storage: Store collected product names, prices, options, images, detailed information, countries of origin, manufacturers, warehouses, and item information.
Error filtering: Check for missing values, duplicate products, abnormal prices, incorrect image paths, option mismatches, prohibited terms, and other issues.
Secondary DB organization: Normalize product data into an upload-ready format and convert it to match channel-specific fields.
Shared-template management: Manage shared content such as shipping guidance, handled product categories, exchange and return information, precautions, company introductions, and packaging guidance.
Product-specific detail management: Enter or use AI to generate each product's unique description, images, expiration date, options, price, and selling points.
Detail-page assembly: Combine shared templates and product-specific information in a predefined order to create the final product detail page.
Channel upload: Publish products to sales channels such as Smart Store, independent shopping malls, Youngcart, and Gmarket via API or Excel upload.
Operations monitoring: Manage upload status, edit history, errors, keyword recommendations, promotional content, and product operations through a dashboard.

Core Modules

1. Product Data Collection Module

This module collects product information from supplier websites, wholesale marketplaces, independent shopping malls, Excel files, and direct administrator input. It is suitable for environments with large and frequently changing catalogs, such as imported wholesale and brokerage products.

· Supplier website crawling

· Product information collection from independent shopping malls

· Bulk registration from Excel files

· Direct product input by administrators

· Collection of product names, prices, options, images, and descriptions

· Management of origin, warehouse, manufacturer, and item information

2. Product DB and Error Filter Module

This module stores collected product data in a primary database, checks for errors before upload, and organizes validated data in a secondary database. It helps reduce missing values, duplicates, image-path errors, and option mismatches before bulk product uploads.

· Primary product DB storage

· Duplicate product checks

· Image-path error checks

· Missing price and option checks

· Prohibited-term checks for product names and detailed descriptions

· Normalization into upload-ready data

3. Shared Template Management Module

This module manages shipping notices, exchange and refund policies, company introductions, precautions, packaging guidance, and other content repeatedly applied across multiple products as shared templates.

· Template registration

· Template lookup and editing

· Shipping information template

· Handled product categories template

· Exchange, delivery, and refund information template

· Precautions and company introduction template

4. Product Detail Management Module

This module manages product-specific information and images. Because product details are managed separately from shared templates, individual product descriptions can remain unchanged when shared guidance is updated.

· Product name and product number management

· Individual product-description entry

· Product image registration

· YouTube video and image insertion

· Expiration date, weight, and specification entry

· Product option and price management

5. Automatic Detail Page Assembly Module

This module combines shared templates and product-specific details in a predefined order to create final detail pages. Changing the template order can update the detail-page structure of multiple products at once.

· Product details

· Shipping information

· Handled product categories

· Exchange, delivery, and refund policy

· Precautions

· Company introduction and closing copy

· Template display-order settings

6. Bulk Product Upload Module

This module bulk-uploads organized product information to sales channels such as Smart Store or applies bulk edits to existing listings. Depending on channel policies and API availability, it can be configured for API uploads, Excel uploads, or administrator-assisted uploads.

· Bulk Smart Store product registration

· Bulk editing of existing products

· Excel-based bulk upload

· API-based data upload

· Upload status monitoring

· Reprocessing of products that failed to upload

7. Price, Option, and Inventory Update Module

This module compares prices, options, and inventory information changed in supplier or internal databases with shopping mall product information and identifies listings that require updates.

· Price-change detection

· Option-change detection

· Display of unregistered options

· Inventory-status updates

· Price comparison for identical options

· Listing of products requiring edits

8. AI Product Description Generation Module

This module automatically generates or recommends product descriptions based on product names, categories, countries of origin, features, image descriptions, keywords, and other information.

· Product introduction copy generation

· Detail-page sentence generation

· Purchasing-point recommendations

· Enhancement of precautionary statements

· Consistent tone and manner

· Product-specific description draft generation

9. AI Shopping Mall Keyword Recommendation Module

This module recommends product-specific keywords to improve visibility in Naver Shopping and search results. The basic configuration can recommend approximately ten keywords per product.

· Product search-keyword recommendations

· Supporting keyword recommendations for product names

· Category-based keyword recommendations

· Competitor product keyword comparison

· Prohibited-term and exaggerated-expression checks

· Keyword usage-history management

10. Blog and Naver Place Promotion Keyword Recommendation Module

This module recommends keywords for promoting shopping mall products and offline stores through blogs and Naver Place. It can provide multiple blog promotion keyword candidates and configure Naver Place promotion keywords from the perspective of improving offline-store search visibility.

· Blog promotion keyword recommendations

· Relative ranking checks for promotional blog URLs by keyword

· Naver Place promotion keyword recommendations

· Display of relative Naver Place rankings

· Location- and item-based keyword configuration

· Promotional-content planning assistance

11. Shopping Mall Logo and Brand Copy Generation Module

This module uses AI to generate shopping mall logo concepts, brand copy, introductory copy, and promotional messages for each product group.

· Shopping mall logo concept generation

· Brand slogan generation

· Product-group promotional copy generation

· Shopping mall introduction copy generation

· Event copy generation

· Product detail-page title generation

12. Administrator Dashboard Module

This administrator interface shows the status of product collection, error checks, template management, product uploads, keyword recommendations, and promotional-content operations.

· Product registration status

· Upload failure status

· Price and option change status

· Template application status

· Keyword recommendation status

· Product-specific edit history

· Channel-specific operations statistics

Platform Deployment Models

Smart Store-focused type

A configuration focused on Naver Smart Store product registration, detail-page templates, keyword recommendations, and price and option edits.

Integrated multi-store type

A configuration that manages products from multiple channels, including Smart Store, independent shopping malls, Youngcart, and Gmarket, through a single administrator interface.

Wholesale and imported-product operations type

A configuration that collects product data from supplier websites, imported-goods wholesale databases, and Excel files, then converts it into shopping mall listing data.

AI content generation type

A configuration that uses AI to generate product descriptions, detail-page copy, keywords, blog promotional copy, and Naver Place promotion keywords.

API Integration Model

A configuration that integrates with the customer's existing shopping mall, ERP, inventory system, logistics system, and CRM through APIs.

Managed operations and SaaS type

A configuration that provides product uploads, templates, keywords, and promotional content for multiple sellers through a service-based platform.

Application Areas

Large-scale Naver Smart Store product operations

Applicable to online sellers who need to register or edit hundreds or more products on Smart Store. Shared templates and product-specific details can be combined to build product detail pages quickly.

Shopping mall operations for imported wholesale and brokerage products

Suitable for distributors that collect supplier, imported, or wholesale product data and register it in an independent shopping mall or Smart Store.

Food and frozen-food shopping mall operations

Suitable for product groups with many recurring notices, such as frozen-food shipping information, storage and expiration dates, exchange, delivery and refund guidance, and packaging information.

Product management for independent shopping malls and Youngcart

Product registration, detail-page management, and template management can be automated for independently operated websites and Youngcart-based shopping malls.

Blog and Naver Place-linked promotion

Blog keywords for product promotion and Naver Place keywords for offline stores can be recommended, enabling joint management of search visibility and customer-acquisition strategies.

Shopping mall operations agency business

The platform can serve as an internal operations system for agencies that handle product uploads, detail-page production, keyword recommendations, and promotional-copy generation for multiple companies.

Integrated Products, Solutions, and Platforms

BORY AI Platform

Integrates as an upper-layer foundation for AI functions such as product-description generation, keyword recommendations, logo and brand-copy generation, and promotional-copy generation.

BoryData Platform

Integrates as a data platform that stores and analyzes product databases, price and option history, upload history, keyword-recommendation results, and operations statistics.

BoryTalk Solution / EveryTalk

Can be linked with AI chatbot functions that respond to shopping mall customer inquiries, product inquiries, shipping inquiries, and quotation requests.

BoryVision Platform

Can be expanded with product-image quality checks, image classification, label and text recognition, and image-based product-information enhancement.

BoryStore / EveryService

Can be linked with the official Bory Store or the Bory AI solution showcase and expanded into a sales channel for products and services.

Expected Benefits

Reduced product registration and editing time

Reduce repetitive entry and manual uploads, and shorten the time required to operate large product catalogs through shared templates and bulk-upload functions.

Standardized Product Detail Page Quality

Manage shipping information, exchange and refund policies, precautions, company introductions, and packaging guidance as shared templates to maintain consistent detail-page quality across products.

Stronger search-visibility operations

Support product operations from a search-traffic perspective by recommending product keywords, blog promotion keywords, and Naver Place promotion keywords.

Improved utilization of supplier data

Convert product data received through crawling, Excel, direct input, and API integration into a database that can be used as a shopping mall operational asset.

Improved channel-specific operational efficiency

Unify product-registration methods for sales channels such as Smart Store, independent stores, Youngcart, and Gmarket within a single administrator structure.

AI-based operational competitiveness

Use AI to generate product descriptions, keywords, promotional copy, and logo concepts, enabling even small operations teams to manage large catalogs quickly.

Deployment Process

Requirements Review: Review the number of products operated, sales channels, product categories, upload methods, and the existing shopping mall structure.
Analyze Product Data Structure: Analyze product names, prices, options, images, detailed descriptions, shipping information, exchange and refund policies, and supplier information.
Design the Template Structure: Separate shared templates from product-specific details and design the display order.
Data Collection and Normalization Design: Define the required methods among crawler collection, Excel upload, direct input, and API integration.
AI Function Scope Definition: Define the scope of product-description generation, keyword recommendations, blog and Naver Place promotion keyword recommendations, and logo and brand-copy generation.
PoC Implementation: Validate template assembly, bulk uploads, keyword recommendations, and detail-page generation quality for selected product groups.
Platform Implementation: Build the administrator interface, databases, template management, upload module, error filter, AI modules, and API integrations.
Operational Validation and Enhancement: Improve upload errors, template quality, AI-generated copy quality, and keyword performance based on actual product-operations data.

What You Can Do with BorySu Platform

· Bulk upload products to Naver Smart Store

· Bulk editing of existing Smart Store products

· Product registration management for independent shopping malls and Youngcart

· Crawling and database conversion of supplier product information

· Automatic organization of product names, prices, options, and images

· Pre-upload validation using error filters

· Registration, lookup, editing, and ordering of shared templates

· Automatic product detail page assembly

· Bulk entry of product details

· Automatic product-description generation and recommendations

· Automatic product search-keyword recommendations

· Blog promotion keyword recommendations

· Naver Place promotion keyword recommendations

· Shopping mall logo and brand-copy generation

· Assistance with automatically applying price and option changes

· Upload-history and error-history management

· Multi-store product operations dashboard development

· Shopping mall operations agency SaaS platform development

Implementation Inquiries

BorySu Platform can be proposed as a Smart Store-focused, integrated multi-store, wholesale and imported-product operations, AI content generation, API-integrated, or SaaS configuration depending on the customer's catalog size, sales channels, product categories, existing shopping mall structure, available data, and API availability.

· Inquiry about adopting the AI shopping mall operations automation platform

· Inquiry about large-scale Naver Smart Store product uploads

· Inquiry about a Smart Store bulk product-editing system

· Inquiry about product detail-page template automation

· Inquiry about AI-powered automatic product-description generation

· Inquiry about AI product-keyword recommendations

· Inquiry about blog and Naver Place promotion keyword recommendations

· Inquiry about wholesale and imported-product DB integration

· Inquiry about Youngcart and independent shopping mall integration

· Inquiry about developing a shopping mall operations agency platform

· Request a PoC proposal

Important Information

BorySu Platform is an AI-based shopping mall operations automation platform that assists with product registration, editing, detail-page composition, keyword recommendations, and promotional-content generation.

The actual scope and implementation of automation may vary depending on each sales channel's API availability, upload policies, product registration rules, prohibited-term policies, image specifications, and category structure.

AI-generated product descriptions, keywords, promotional copy, and logo concepts should be reviewed by an operator before publication. Expressions related to food, health, medicine, finance, law, and safety require separate review to avoid exaggerated advertising, false labeling, or legal violations.

When crawling supplier product information or using data from external websites, the relevant site's terms of use, copyrights, data-use permissions, and API policies must be reviewed in advance.

Product prices, inventory, options, shipping fees, and exchange and return policies must be finally verified under the seller's responsibility. The platform is intended primarily as an operational-efficiency support system.

Related Products, Solutions, and Platforms

Related Services

· BorySu Service / Bory AI Shopping Mall Management Automation Service

· BoryStore / Bory Official Store

· EveryService / Bory AI Solutions and Products Showcase

Related Solution

· BoryData Solution / Bory Data Analysis and Processing Solution

· BoryTalk Solution / Bory AI Chatbot and Consultation Automation Solution

· BoryVision Solution / Bory Vision and Image AI Analytics Solution

Related Platform

· BORY AI Platform / Bory Artificial Intelligence Platform

· BoryData Platform / Bory Data Analysis Platform

· BoryVision Platform / Bory Vision AI Platform

· BoryVoice Platform / Bory Voice and Conversational AI Platform

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryEcoTrace Platform

bory.ai — Wed, 5 Aug 2026 10:34:02 +0900

BoryEcoTrace Platform | Bory Circular Resource Digital Traceability Platform |

Bory’s common circular resource data platform that digitally connects collection, quality, movement, and settlement data to support tracking, verification, reporting, and service integration

BoryEcoTrace Platform is Bory’s circular resource digital traceability platform that centrally manages collection history, quality measurement data, image and sensor data, storage and movement history, transaction and settlement information, processing results, and report data.

In the circular resource industry, it is important to manage data on where resources originated, when they were collected, their quality condition, which operator they were transferred to, and the criteria used for settlement. In many field operations, however, handwritten records, photographs, spreadsheets, telephone confirmations, separate weighing records, and equipment data are managed independently.

BoryEcoTrace Platform connects these circular resource operation data within a single platform structure. It integrates field collection entries, BoryFluidSense-based liquid quality measurement data, sensor and IoT data, image data, weighing and settlement data, administrator approval history, and reports, enabling customers to systematically manage the flow of circular resources.

BoryEcoTrace Platform can be deployed as a standalone platform or integrated with BoryFluidSense Solution, BorySensor Platform, BoryData Platform, BoryEcoTrace Service, and customers’ ERP, settlement, and collection management systems.

Platform implementation inquiry

Circular Resource Data Platform Consultation

Traceability PoC Inquiry

Request a Proposal

Platform Definition

BoryEcoTrace Platform is a common platform that modularizes Bory’s circular resource data management and digital traceability technologies.

BoryEcoTrace Platform provides the following functions within a unified platform architecture.

· Circular resource generation and collection history management

· Collection vehicle, collector, and hub information management

· Quality measurement data storage and management

· Radar, camera, and sensor data integration

· Quality grade and condition records by resource

· Photographic and image evidence management

· Inbound, storage, movement, and outbound history management

· Weighing, inspection, and settlement evidence data management

· Data management by operator, hub, and business partner

· Quality and operational report generation

· QR code and barcode-based tracking integration

· Dashboard and administrator interface configuration

· API integration with external ERP, settlement, and monitoring systems

· Support for on-premises and cloud deployment

In other words, BoryEcoTrace Platform is Bory’s common circular resource digital traceability platform that “collects circular resource data, records quality, tracks movement flows, organizes settlement evidence, and provides reports and APIs.”

Customer Challenges

Circular resource histories are managed mainly through handwritten records and spreadsheets

When collection dates, locations, resource types, collected quantities, quality conditions, business partners, personnel, and photographic evidence are scattered across multiple files, messengers, and paper records, it is difficult to verify histories and review settlements.

BoryEcoTrace Platform connects field entries, photographs, quality measurements, weighing, and settlement data in a single structure to improve consistency in history management.

Quality verification and settlement evidence are managed separately

In circular resource transactions, quality condition and quantity may be important grounds for settlement. However, when quality data remains only in field records or separate equipment, it is difficult to verify during the settlement process.

BoryEcoTrace Platform connects quality measurements, image evidence, inspection results, and approval histories with settlement data to establish transparent operational evidence.

It is difficult to trace the flow from collection to processing

Circular resources move through points of origin, collection sites, storage locations, processing facilities, and delivery destinations. It is often difficult to determine which stage a resource is in, who handled it, and how its quality changed throughout this process.

BoryEcoTrace Platform manages movement histories at the individual resource, collection transaction, and batch levels to enable end-to-end flow tracking.

Sensor and field data are not connected to business systems

Field data such as radar, cameras, temperature, liquid level, weighing, GPS, QR codes, and barcodes are essential for understanding resource quality and logistics flows.

BoryEcoTrace Platform integrates with BorySensor Platform and BoryFluidSense Solution to connect sensor and quality data with operational systems.

Business partners and internal administrators do not see the same data

When collection companies, processing companies, settlement personnel, administrators, and customers conduct work based on different materials, verification takes longer and the risk of disputes may increase.

BoryEcoTrace Platform can provide necessary data and reports based on access rights, allowing stakeholders to review operational data using the same standards.

Platform Overview

BoryEcoTrace Platform is Bory’s common circular resource data platform that centrally manages resource generation, collection, quality, movement, and settlement data and integrates them with customer business systems.

The main components are as follows.

· Resource registration module

· Collection history management module

· Hub, vehicle, and personnel management module

· Quality measurement data integration module

· Image and photographic evidence management module

· Weighing and inspection data management module

· Inbound, storage, movement, and outbound history management module

· Settlement evidence data management module

· QR code and barcode tracking module

· Business partner and operator access management module

· Operational dashboard

· Quality and settlement report generation module

· External system API integration module

· Data security and access control module

BoryEcoTrace Platform can be configured as a cloud-based, on-premises, field application-integrated, API-integrated, or multi-site consolidated system according to the customer’s operational model.

Core Modules

1. Circular Resource Registration Module

This module registers and manages the types of circular resources, points of origin, collection criteria, quality parameters, business partners, and settlement standards to be managed.

It is designed as a general-purpose circular resource platform, while fields can be adjusted for the customer’s managed resource types, including liquid resources, solid resources, packaging materials, industrial by-products, and recycled raw materials.

Example applications include the following.

· Resource type registration

· Point of origin and collection site registration

· Business partner information management

· Quality measurement parameter configuration

· Settlement criteria configuration

· Collection-unit and batch-unit management

· Storage location management

· Assignment of resource-specific management codes

2. Collection History Management Module

This module records when, where, by whom, and how a circular resource was collected.

For each collection transaction, location, time, collector, vehicle, photographs, quantity, quality condition, and special notes can be stored together.

Example applications include the following.

· Collection date and time recording

· Collection location recording

· Collector recording

· Vehicle and transportation information recording

· Before-and-after collection photo management

· Collected quantity entry

· Special notes recording

· Status management by collection transaction

3. Quality Measurement Data Integration Module

This module integrates quality data generated by BoryFluidSense, sensors, cameras, weighing equipment, and field entries into the platform.

Quality measurement data can serve as evidence for resource condition verification, grade management, inspection, settlement, and reporting.

Example applications include the following.

· Integration of radar-based quality measurements

· Camera image data integration

· Liquid level, temperature, and condition sensor data integration

· Storage of field inspection entries

· Quality grade recording

· Quality change history management

· Quality anomaly event generation

· Automated quality report generation

4. Image and Evidence Management Module

This module manages photographs and images of collection sites, storage conditions, quality measurement situations, and inbound and outbound conditions.

Image evidence can be used for collection verification, quality review, business partner confirmation, settlement review, and internal reporting.

Example applications include the following.

· Field photo upload

· Before-and-after collection photo management

· Quality measurement image storage

· Inbound and outbound photo management

· Image-based condition verification

· Evidence package generation for business partner sharing

· Image search and retrieval

· Abnormal-condition image highlighting

5. Inbound, Storage, Movement, and Outbound History Module

This module manages which hub receives a circular resource after collection, where it is stored, when it moves, and where it is shipped.

Histories can be managed by collection transaction, batch, container, tank, vehicle, and business partner.

Example applications include the following.

· Inbound history management

· Storage location management

· Tank and container management

· Movement history management

· Outbound history management

· Batch-level tracking

· Inventory status by hub

· In-transit condition history management

6. Weighing, Inspection, and Settlement Evidence Module

This module organizes settlement evidence data based on collected quantities, weighing values, quality grades, inspection results, unit prices, deduction and premium conditions, and approval histories.

The platform provides a data foundation that supports settlement operations, while final settlement standards are applied according to the customer’s contracts and operational policies.

Example applications include the following.

· Weighing value storage

· Inspection result recording

· Linking settlement criteria to quality grades

· Settlement statement generation by business partner

· Settlement approval history management

· Settlement evidence report generation

· Provision of reference materials for dispute review

· ERP and accounting system integration

7. QR Code and Barcode-Based Tracking Module

This module assigns and tracks QR codes and barcodes by individual resource, collection transaction, batch, and storage container.

Field personnel can quickly verify resource histories, quality conditions, movement stages, and processing status using QR codes and barcodes.

Example applications include the following.

· QR code issuance for collection transactions

· Batch code management

· Container and tank code management

· History lookup through field scanning

· Movement stage updates

· Inspection result linkage

· Settlement data linkage

· Integration with external customer verification pages

8. Dashboard and Reporting Module

This dashboard module enables administrators to review circular resource collection volumes, quality status, inventory by hub, performance by business partner, settlement status, and anomaly events.

It can be used for operational status, quality trends, business partner performance, monthly reports, and ESG and circular resource management reporting.

Example applications include the following.

· Collection volume statistics

· Resource status by hub

· Quality grade distribution

· Performance by business partner

· Settlement status inquiry

· Anomaly event status

· Monthly operational report

· Circular resource management report

9. Access Rights and Business Partner Management Module

This module provides data by distinguishing access rights for administrators, collection personnel, inspection personnel, settlement personnel, business partners, and external customers.

Each user can be configured to view screens and data appropriate to their duties and permissions.

Example applications include the following.

· Administrator Permission Management

· Collection personnel account management

· Inspection personnel account management

· Settlement personnel account management

· Inquiry permission management by business partner

· Approval and review history management

· External sharing link management

· User log management

10. External System API Module

This API module connects BoryEcoTrace Platform’s collection, quality, movement, settlement, and report data with customers’ existing systems.

It can integrate with ERP, accounting systems, logistics systems, collection applications, sensor platforms, data analytics platforms, and customer portals.

Example applications include the following.

· ERP integration API

· Settlement system integration API

· Collection application integration API

· Logistics system integration API

· BoryFluidSense data integration

· BorySensor Platform integration

· BoryData Platform integration

· External customer portal integration

Platform Deployment Models

Cloud Model

This model consolidates data from multiple collection sites, hubs, and business partners in the cloud.

It is suitable for multi-site collection management, partner-specific reporting, and centralized administrator operations.

On-Premises Model

In environments where external network transmission is restricted due to an organization’s internal network or security policies, the platform can be deployed on internal servers.

It is suitable for organizations where transaction data, settlement data, and operator information are important.

Field App Integration Model

In this model, collection personnel enter collection information, photographs, quality conditions, locations, and personnel information through a mobile application or web interface in the field.

It strengthens field-centered data entry and immediate history management.

Sensor and Equipment Integration Model

This model automatically collects field data through integration with BoryFluidSense, IoT sensors, weighing equipment, and QR code and barcode devices.

It is suitable for customers seeking to automate quality data and settlement evidence.

API Integration Model

This model connects BoryEcoTrace Platform functions to customers’ existing ERP, settlement, collection management, and logistics systems through APIs.

It enables customers to add circular resource traceability functions while retaining their existing systems.

Application Areas

Circular Resource Collection and History Management

Collection sites, collected quantities, personnel, vehicles, photographs, and quality conditions can be managed by collection transaction.

Collection operations centered on handwritten records can be converted into a digital history management structure.

Circular Resource Quality Verification and Inspection Management

By integrating with BoryFluidSense Solution, liquid resource quality measurements, image data, and field inspection results can be stored and managed.

Quality data can be used as evidence for inspection, grading, settlement, and business partner reports.

Settlement Evidence Data Management

Settlement evidence data can be organized by connecting quantities, quality grades, business partners, unit prices, approval histories, and inspection results.

Settlement personnel can review settlement statements based on collection, quality, and inspection data.

ESG and Circular Resource Reports

Resource recovery volumes, recycling flows, performance by business partner, quality status, and processing histories can be organized into reports.

The reports can be used for corporate circular resource management, internal ESG reporting, and operational improvement.

Multi-Site and Multi-Hub Integrated Management

Data from multiple collection sites, storage hubs, processing facilities, and business partners can be centrally managed on a single platform.

It is suitable for headquarters or central operators seeking to review status by hub and the entire resource flow.

Quality-Based Circular Resource Services

Based on quality measurements and history data, the platform can be extended into services for circular resource quality verification, grade management, business partner reports, and settlement assistance.

Integrated Products and Solutions

BoryFluidSense

Quality measurement data from radar, camera, and board-based liquid quality measurement terminals can be integrated into the platform.

BoryFluidSense Solution

The platform serves as a foundation for linking AI radar liquid quality analysis results to circular resource quality data and settlement evidence.

BoryEcoTrace Service

It can serve as the operating foundation for services that provide circular resource quality verification, settlement assistance, and operational reports.

BorySensor Platform

It integrates as a foundation platform for sensor and IoT data collection, gateway integration, and the management of weighing, liquid level, temperature, and condition data.

BoryData Platform

It integrates as a data platform for analyzing and visualizing collection histories, quality data, settlement data, and report data.

BORY AI Platform

It can connect quality analysis, image analysis, data forecasting, report automation, and external API integration from the perspective of an integrated AI platform.

Expected Benefits

Digitization of Circular Resource Histories

Collection, quality, movement, storage, and settlement data can be digitally connected to systematically manage resource flows.

Stronger Quality and Settlement Evidence

Quality measurements, photographic evidence, inspection results, and approval histories can be connected with settlement data to strengthen operational evidence.

Improved Field Work Efficiency

Collection, inspection, and settlement personnel can review necessary data on the same platform, reducing time spent on verification, reporting, and settlement tasks.

Improved Business-Partner Trust

Providing collection histories, quality conditions, and settlement evidence by business partner in a consistent format can improve operational transparency.

Advanced Sensor and AI Integration

Through integration with BoryFluidSense, BorySensor Platform, and BoryData Platform, the platform can be expanded to automate quality measurements, detect abnormal conditions, analyze operations, and automate reports.

Foundation for Commercializing Circular Resource Services

BoryEcoTrace Platform can be used to repeatedly create and expand quality verification, settlement assistance, report delivery, business partner portal, and data API services.

Deployment Process

1. Requirements Review

The customer’s managed circular resources, collection methods, quality parameters, settlement standards, business partner structure, existing systems, and security policies are reviewed.

2. Data Structure Analysis

Collection histories, quality measurements, photographic evidence, weighing data, settlement data, and hub and business partner data are analyzed.

3. Platform Architecture Design

The scope of collection management, quality measurement integration, history tracking, settlement evidence management, dashboards, reports, and API integration is designed.

4. PoC Development

For selected collection sites or resource types, the feasibility of data entry, quality measurement integration, history lookup, and report generation is validated.

5. Platform Implementation

Servers, databases, dashboards, field input interfaces, quality data integration, settlement evidence management, and access control structures are implemented according to the customer environment.

6. Product and Solution Integration

Necessary products, solutions, and external systems such as BoryFluidSense Solution, BorySensor Platform, BoryData Platform, ERP, and settlement systems are integrated.

7. Operational Verification and Enhancement

Based on actual operational data, input fields, quality criteria, settlement reports, dashboards, business partner interfaces, and API stability are improved.

What BoryEcoTrace Platform Can Do

· Build a circular resource digital traceability platform

· Build a collection history management system

· Manage circular resource quality data

· Integrate BoryFluidSense quality measurement data

· Photographic and image evidence management

· Inbound, storage, movement, and outbound history management

· Track resources using QR codes and barcodes

· Manage resource status by hub and business partner

· Weighing, inspection, and settlement evidence data management

· Generate reports by business partner

· Manage quality grade and condition histories

· Generate ESG and circular resource operation reports

· Integrate field collection applications and web interfaces

· Integrate ERP and settlement systems through APIs

· Integrate sensor and IoT data

· Build a cloud-based multi-site management platform

· Build an on-premises circular resource platform

· Build the operating foundation for BoryEcoTrace Service

Implementation Inquiries

BoryEcoTrace Platform can be proposed as a cloud-based, on-premises, field application-integrated, sensor and equipment-integrated, or API-integrated system depending on the customer’s circular resource types, collection methods, quality measurement scope, business partner structure, settlement standards, and existing system integration requirements.

· Circular resource digital traceability platform implementation inquiry

· Circular resource collection history management platform inquiry

· Quality measurement data integration inquiry

· BoryFluidSense integration inquiry

· Settlement evidence management system inquiry

· QR code and barcode-based tracking system inquiry

· Business partner report and portal implementation inquiry

· ESG and circular resource report implementation inquiry

· ERP and settlement system API integration inquiry

· Cloud-based multi-site management inquiry

· On-premises circular resource platform inquiry

· Request a PoC proposal

Important Information

BoryEcoTrace Platform is a digital traceability platform that supports the management of circular resource collection histories, quality data, movement histories, settlement evidence, and reports.

This platform supports circular resource operations and data-driven work and is not represented as independently replacing statutory certification, official test reports, formal quality assurance, or accounting and tax judgments.

Quality measurement and analysis results may vary depending on measurement equipment, sensor installation conditions, data entry methods, field environments, resource conditions, inspection criteria, and customer operational policies.

Settlement data must be finalized according to the customer’s contract terms, inspection standards, pricing policies, and approval procedures. The platform is provided as a structure that supports settlement evidence management and review.

When business partner information, location data, collection histories, settlement data, image evidence, or operator information is stored or transmitted, privacy requirements and data security policies must be reviewed in advance.

When integrating with external ERP, settlement systems, sensor equipment, weighing equipment, or mobile applications, the implementation scope may vary depending on API availability, data formats, network architecture, and security policies.

Before deployment, circular resource types, data collection methods, quality parameters, settlement standards, reporting scope, permission structures, personal data processing requirements, and integrated systems must be reviewed.

Related Products, Solutions, and Platforms

Related Product

· BoryFluidSense / Bory AI Radar Liquid Quality Measurement Terminal

· BoryRMS / Sensor Remote Monitoring Package

Related Solution

· BoryFluidSense Solution / Bory AI Radar Liquid Quality Analysis Solution

· BoryRMS Solution / Bory Sensor Remote Monitoring Solution

· BoryData Solution / Bory Data Analysis and Processing Solution

· BoryVision Solution / Bory Vision and Image AI Analytics Solution

Related Platform

· BORY AI Platform / Bory Artificial Intelligence Platform

· BorySensor Platform / Bory Sensor and IoT Platform

· BoryData Platform / Bory Data Analysis Platform

· BoryVision Platform / Bory Vision AI Platform

Related Services

· BoryEcoTrace Service / Bory Circular Resource Quality Certification and Settlement Service

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryData Platform

bory.ai — Wed, 5 Aug 2026 10:32:31 +0900

BoryData Platform | Bory Data Analytics Platform |

Bory’s common data analytics platform integrating data collection, cleansing, processing, analysis, visualization, reporting, and API integration

BoryData Platform is Bory’s data analytics platform that collects video, images, audio, text, sensor, IoT, biosignal, security log, consultation history, business document, and operational data, organizes them into analyzable formats, and connects them to AI analytics, dashboards, reports, and external system APIs.

AI products and solutions require data to operate. However, data formats, quality, collection intervals, storage locations, and security standards differ by site. BoryData Platform collects, cleanses, and processes diverse data into a common structure and helps connect analytics results to actual customer operations and services.

BoryData Platform can be implemented as a standalone platform or used in connection with BORY AI Platform, BoryVision Platform, BoryVoice Platform, BorySensor Platform, BoryBioSignal Platform, BoryShield Platform,

BoryForesight Platform, BoryLab Platform, and other specialized Bory platforms.

[Platform Implementation Inquiry][Data Analytics Platform Implementation Consultation][AI Data PoC Inquiry][Request a Proposal]

Platform Definition

BoryData Platform is a common platform that modularizes Bory’s data collection, cleansing, processing, analytics, and visualization technologies.

BoryData Platform provides the following functions within a unified platform architecture.

· Data collection

· Data cleansing and preprocessing

· Data processing and labeling

· Data storage and database design

· Data quality management

· Statistical analysis

· AI training dataset preparation

· Operational data analysis

· Real-time and batch data processing

· Dashboard and visualization

· Report automation

· Data API provision

· External system integration

· Access control and security management

· On-premises and cloud deployment support

In other words, BoryData Platform is Bory’s common data analytics platform that collects, organizes, analyzes, and visualizes diverse data and connects it to AI and business systems.

Customer Challenges

There is a large volume of data, but it is not organized into an analyzable structure

Companies and institutions hold video, audio, document, sensor, log, consultation history, and business system data. However, AI analytics and service deployment are difficult when data formats differ, storage locations are distributed, and quality standards are not defined.

BoryData Platform organizes diverse data into analyzable structures so that they can be used for AI models, dashboards, reports, and API integration.

Data preprocessing and processing require substantial time

Before building an AI model, extensive preparation is required, including data cleansing, duplicate removal, outlier handling, labeling, segment separation, field organization, and format conversion.

BoryData Platform systematizes data preprocessing and processing to reduce repetitive data preparation work and accelerate AI development and service deployment.

Operational data is not connected to decision-making

Even when sensor values, consultation histories, customer behavior, security events, specimen processing histories, hospital monitoring data, and industrial safety events accumulate, they are difficult to use for operational improvement unless connected to dashboards and reports.

BoryData Platform visualizes operational data and analyzes trends, patterns, and anomalous events so that managers and staff can make decisions more easily.

It is difficult to connect AI results to customer business systems

Even when AI analytics results are available, they are difficult to use in actual operations unless connected to ERP, MES, LIS, CRM, monitoring systems, websites, kiosks, apps, and dashboards.

BoryData Platform provides data APIs and external system integration structures so that AI analytics results can be used within customer workflows.

Data security and access control are required

Video information, audio information, biosignals, medical information, security logs, and customer consultation data may be highly sensitive.

BoryData Platform can be configured according to customer security policies, including data storage scope, access permissions, user logs, encryption, private-network deployment, and on-premises operation.

Platform Overview

BoryData Platform is Bory’s common data platform that collects, cleanses, processes, stores, analyzes, and visualizes data and integrates it with external systems.

· Data collection module

· Data preprocessing module

· Data normalization module

· Data labeling and processing module

· Data quality management module

· Data storage and database module

· Analytics and statistics module

· AI training dataset preparation module

· Real-time and batch processing module

· Data visualization module

· Report automation module

· Administrator dashboard

· External system API integration module

· Access control and security management module

BoryData Platform can be configured as cloud-based, on-premises, private-network, API-integrated, or product-and-solution-integrated according to the customer’s data environment.

Core Modules

1. Data Collection Module

This module collects required data from multiple sources. It acquires data by integrating with the customer’s existing systems, equipment, sensors, web services, files, databases, and APIs.

· Sensor data collection

· Video and image data collection

· Audio and consultation data collection

· Document and text data collection

· Security log collection

· Laboratory operational data collection

· Customer behavior data collection

· External API data collection

2. Data Preprocessing Module

This module organizes collected data into an analyzable state. It resolves duplicates, missing values, outliers, format inconsistencies, and time-information mismatches to establish a foundation for AI analytics and dashboards.

· Duplicate data removal

· Missing-value handling

· Outlier review

· Data format conversion

· Time information alignment

· Field-name standardization

· Unit conversion

· Data quality status display

3. Data Normalization Module

This module converts data from different systems into a common data structure. Once data is normalized, multiple products and solutions can use it in the same structure.

· Common data model design

· Site, device, and user ID mapping

· Data unit standardization

· Event type standardization

· Log format standardization

· Analytics column configuration

· Data schema management

· Service-specific data mapping

4. Data Labeling and Processing Module

This module supports labeling, segmentation, tagging, and classification criteria required for AI training and analytics.

· Image labeling

· Audio and conversation labeling

· Sensor-segment labeling

· Anomalous event tagging

· Specimen classification labeling

· Security event type classification

· Biosignal segmentation

· AI training dataset preparation

5. Data Storage and Database Module

This module configures database structures so that collected, cleansed, and processed data can be stored and retrieved reliably.

· Operational data database

· Event history database

· AI training data repository

· Document and file repository

· Time-series data storage

· User and permission information storage

· Processing history management

· Backup and recovery architecture design

6. Data Quality Management Module

This module verifies whether data maintains quality suitable for analytics. Data quality management is essential for improving the reliability of AI analytics results.

· Missing-data rate verification

· Outlier ratio verification

· Collection interval verification

· Duplicate data verification

· Data reliability display

· Sensor data quality verification

· Image and audio quality verification

· Quality report generation

7. Analytics and Statistics Module

This module analyzes data trends, patterns, distributions, anomalies, correlations, and changes over time.

· Trend analysis by period

· Comparative analysis by site

· User behavior analysis

· Event occurrence statistics

· Sensor change analysis

· Consultation type analysis

· Security event statistics

· Laboratory operational statistics

8. AI Training Dataset Preparation Module

This module prepares training, validation, and test data required for AI model development.

· Training dataset preparation

· Validation dataset preparation

· Test dataset preparation

· Label quality review

· Data version management

· Experiment condition management

· Data export for model training

· Accumulation of data for AI performance improvement

9. Data Visualization and Dashboard Module

This module presents analytics results through user-friendly screens. It can be configured with graphs, tables, timelines, heatmaps, metric cards, and monitoring views.

· Operational status dashboard

· Sensor data graphs

· Video event statistics

· Consultation data analytics screen

· Security event dashboard

· Laboratory operations dashboard

· Biosignal analytics screen

· Administrator report screen

10. Report Automation Module

This module automatically organizes data analytics results into periodic reports, operational reports, quality-control reports, customer reports, and internal reports.

· Daily, weekly, and monthly reports

· Quality-control reports

· Safety management reports

· Security analytics reports

· Laboratory operations reports

· Customer behavior analytics reports

· PoC result reports

· Reports for administrator review

11. Data API Module

This API module provides BoryData Platform data and analytics results to external systems.

· Data query API

· Analytics results API

· Event delivery API

· Dashboard integration API

· AI model integration API

· ERP, MES, and LIS integration API

· Chatbot and web service integration API

· Monitoring system integration API

12. Access Control and Security Management Module

This module manages user-specific access permissions, data access scope, log records, and security policies.

· User permission management

· Access control by organization and department

· Data access log management

· Sensitive information access restrictions

· File and database access control

· Private-network deployment support

· Encryption policy integration

· Security audit documentation management

Platform Deployment Models

Cloud Model

When multiple customers, branches, and services must be managed in an integrated manner, the platform can be configured as a cloud-based data analytics platform.

On-Premises Model

In environments such as hospitals, public institutions, security centers, and manufacturing plants where external data transfer is restricted, the platform can be deployed on internal servers.

Private-Network and Closed-Network Model

Highly sensitive data, such as security logs, medical information, laboratory data, and industrial-site operational data, can be operated in private-network or closed-network environments.

API Integration Model

The platform can integrate via API with the customer’s existing ERP, MES, LIS, CRM, monitoring systems, websites, apps, kiosks, chatbots, and security systems.

Product and Solution Integrated

The platform can be embedded as a common data engine across multiple Bory products and solutions to repeatedly apply data collection, analytics, reporting, and API functions.

Application Areas

AI data development and processing

Video, audio, text, sensor, biosignal, and security log data can be collected, cleansed, labeled, and converted into datasets for AI training.

Industrial safety and sensor monitoring data analytics

By integrating with BorySafe Guard, BoryRMS, and BorySensor Platform, sensor data, video events, accident histories, and response histories can be analyzed together.

Hospital and healthcare data analytics

By integrating with BoryMed, BoryBioSignal, and BoryLab Platform, patient monitoring data, biosignals, laboratory operational data, and specimen quality data can be analyzed.

Unmanned store and kiosk operational data analytics

Customer movement paths, dwell time, kiosk usage flows, order abandonment, and consultation inquiry data can be analyzed to improve store operations and customer experience.

Security log and incident analytics data

By integrating with BoryShield Platform and BoryForesight Platform, security logs, threat events, candidate incident causes, and report data can be analyzed.

Consultation and chatbot data analytics

By integrating with BoryTalk and BoryVoice Platform, customer questions, consultation histories, unanswered questions, conversion flows, and FAQ improvement data can be analyzed.

Research and development data analytics

fNIRS, EEG, sensor, video, and audio data can be collected, cleansed, and analyzed for research purposes and organized into datasets for AI model development.

Integrated Products and Solutions

BORY AI Platform

By integrating with Bory’s top-level artificial intelligence platform, the platform provides data collection, analytics, AI model, dashboard, and API functions as a common foundation.

BoryVision Platform

It stores, analyzes, and visualizes video and image data, object-recognition results, tracking events, and image classification results.

BoryVoice Platform

It analyzes speech recognition results, consultation histories, chatbot conversations, robot conversations, and caption data and provides reports.

BorySensor Platform

It collects sensor and IoT data and extends them to anomalous-pattern analysis, history management, alerts, reports, and API integration.

BoryBioSignal Platform

It organizes biosignal data such as fNIRS and EEG into analytical data for research and service applications.

BoryShield Platform

It analyzes, searches, and reports security logs, intrusion events, threat analytics results, and security report data.

BoryForesight Platform

It uses sensor, video, equipment, worker, and accident-history data for accident-cause prediction and XAI-based monitoring analytics.

BoryLab Platform

It analyzes laboratory operational data, specimen classification results, LIS and TLA integration data, and quality-control reports.

Expected Benefits

Establishing the data foundation required for AI commercialization

By connecting data collection, AI training dataset preparation, dashboards, and API integration, Bory’s AI products and solutions can be commercialized more rapidly.

Faster Product and Solution Development

By reusing a common data-processing architecture, development time for new products and solutions can be reduced.

Stronger data-driven decision-making

By providing operational data through graphs, statistics, and reports, the platform supports customer decision-making and operational improvement.

Establishing a foundation for improving AI model performance

Data accumulated during operations can be reused as training data to continuously improve AI models.

Customer-specific data system implementation

The data platform can be configured according to the customer’s data formats, security policies, business processes, and integrated systems.

Scalability across Bory platforms

BoryData Platform provides a data foundation between BORY AI Platform and specialized platforms, improving scalability across products, solutions, and services.

Deployment Process

1. Requirements Review

The customer’s data types, analytics objectives, existing systems, security policies, and service goals are reviewed.

2. Data Structure Analysis

Data sources, file formats, database structures, API availability, data quality, collection intervals, and storage locations are analyzed.

3. Platform Architecture Design

The scope of data collection, preprocessing, storage, analytics, visualization, reporting, API integration, and access control is designed.

4. PoC Development

Using selected data and functions, the PoC verifies data-processing feasibility, dashboard configuration, analytics results, and API integration feasibility.

5. Platform Implementation

Servers, databases, data pipelines, dashboards, APIs, and access-control architectures are implemented to suit the customer environment.

6. Product and Solution Integration

The platform is integrated with required platforms such as BORY AI Platform, BoryVision, BoryVoice, BorySensor, BoryBioSignal, BoryShield, and BoryForesight.

7. Operational Verification and Enhancement

Based on actual operational data, data quality, analytics criteria, dashboard usability, report quality, and API stability are improved.

What BoryData Platform Can Do

· Data analytics platform implementation

· AI data collection, cleansing, and processing system implementation

· Video and image dataset development

· Audio and conversation dataset development

· Sensor and IoT data analytics platform implementation

· Biosignal data analytics platform implementation

· Security log data analytics platform implementation

· Consultation and chatbot data analytics system implementation

· Laboratory operational data analytics system implementation

· Data quality management system implementation

· Data labeling and processing system implementation

· AI training dataset preparation

· Operational data dashboard implementation

· Periodic report automation

· Data API provision

· External system data integration

· On-premises data platform implementation

· Cloud-based data analytics platform implementation

· Common data engine integration for Bory products and solutions

Implementation Inquiries

BoryData Platform can be proposed as cloud-based, on-premises, private-network, API-integrated, or product-and-solution-integrated according to the customer’s data types, analytics objectives, existing systems, security policies, and service operation model.

· Data analytics platform implementation inquiry

· AI data development and processing inquiry

· Data preprocessing system implementation inquiry

· Data dashboard implementation inquiry

· Operational data analytics inquiry

· Sensor and IoT data analytics inquiry

· Video and audio dataset development inquiry

· Biosignal data analytics inquiry

· Security log data analytics inquiry

· Report automation inquiry

· Data API integration inquiry

· On-premises data platform inquiry

· PoC proposal request

Important Information

BoryData Platform is a data analytics platform that collects, cleanses, processes, analyzes, and visualizes diverse data and supports integration with AI and external systems.

This platform assists customer data analytics and operational decision-making and does not guarantee that all data will always be complete or that every analytics result can automatically replace final human judgment.

Analytics results may vary depending on data quality, data volume, collection intervals, labeling criteria, preprocessing methods, site environments, and the data structures of integrated systems.

In areas requiring important decisions, such as healthcare, legal services, finance, security, public services, and industrial safety, a process in which responsible personnel review data analytics results is recommended.

When personal information, sensitive information, video information, audio information, biosignals, medical information, security logs, or customer data are stored or analyzed, prior consultation is required regarding privacy standards, information-security policies, access permissions, encryption, and data storage and transmission requirements.

Before implementation, the data collection method, analytics objectives, storage scope, personal-information processing standards, security policies, integrated systems, and operational criteria must be reviewed.

Related Products, Solutions, and Platforms

Related Product

· BoryRMS / Sensor Remote Monitoring Package

· BoryFluidSense / Bory AI Radar Liquid Quality Measurement Terminal

· BorySafe Guard / Bory Digital Twin Industrial Safety AI Monitoring Package

· BoryMed Monitor / Bory Hospital Patient AI Monitoring Device

· Bory fNIRS Developer Kit / Cerebral Blood Flow Measurement Development Kit

· BoryTalk / BORY AI Web Chatbot Implementation and AI Conversation Engine Package

· BoryLabQC / Bory AI Specimen Quality Classification Package

· BoryLabLink / Bory Clinical Laboratory Integrated Middleware Package

Related Solution

· BoryData Solution / Bory Data Analytics and Processing Solution

· BoryVision Solution / Bory Video and Image AI Analytics Solution

· BoryVoice Solution / Bory Speech Recognition and Lip-Reading STT Solution

· BoryRMS Solution / Bory Sensor Remote Monitoring Solution

· Bory fNIRS Solution / Bory fNIRS Cerebral Blood Flow Data Analytics Solution

· BoryTinnitus Solution / Bory Tinnitus Biosignal Analytics Solution

· BoryShield XAI Solution / Bory LLM-Based Cyber Threat Analytics and Report Automation Solution

· BoryForesight Solution / Bory XAI Integrated Accident Cause Prediction and Monitoring Solution

· BoryLabQC Solution / Bory AI Nonconforming Specimen Classification Solution

· BoryLabLink Solution / Bory Clinical Laboratory Integrated Middleware Solution

Related Platform

· BORY AI Platform / Bory Artificial Intelligence Platform

· BoryVision Platform / Bory Vision AI Platform

· BoryVoice Platform / Bory Voice and Conversation AI Platform

· BorySensor Platform / Bory Sensor and IoT Platform

· BoryBioSignal Platform / Bory Biosignal and fNIRS Analytics Platform

· BoryShield Platform / Bory AI Cybersecurity Analytics Platform

· BoryForesight Platform / Bory XAI Integrated Accident Cause Prediction and Monitoring Platform

· BoryLab Platform / Bory Integrated Clinical Laboratory Operations Platform

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

Bory AR and XR Platform

bory.ai — Wed, 5 Aug 2026 10:31:05 +0900

Bory AR and XR Platform

Bory's common AR and XR technology platform connecting AR glasses, mobile AR, spatial recognition, object tracking, and digital twins

BoryXR Platform is Bory's AR and XR platform that connects AR glasses, mobile devices, cameras, spatial recognition, object recognition, AR content display, digital twins, and vision AI analysis results to provide digital information over real-world spaces.

AR and XR services are not complete simply by displaying 3D content on a screen. They must recognize the real environment, understand the object and location the user is viewing, and present the required information in the appropriate position and format. They must also connect with AR glasses, kiosks, mobile apps, monitoring screens, and digital-twin systems.

BoryXR Platform is a common technology foundation that connects Bory's vision AI, spatial recognition, object tracking, voice and captions, accessibility, and digital-twin technologies to AR and XR environments.

It can be applied to industrial safety, hearing-assistance AR glasses, accessibility for public-service consultations, hospital guidance, experiential content for exhibitions and promotional halls, equipment inspection, education and training, remote assistance, digital-twin monitoring, and media-wall interactions.

[Platform Implementation Inquiry]

[AR and XR Platform Implementation Consultation]

[AR Glasses Integration PoC Inquiry]

[Request a Proposal]

Platform Definition

BoryXR Platform is a common platform that modularizes Bory's AR and XR technologies.

BoryXR Platform provides the following capabilities within a unified platform architecture.

AR glasses integration
Mobile AR Integration
Camera-Based Spatial Recognition
Image and Marker Recognition
Object Recognition and Object Tracking
Position, Orientation, and Viewpoint Estimation
AR Content Display
2D and 3D Content Management
Caption and Guidance Text Display
Digital twin monitoring integration
Industrial Safety AR Warning Integration
Accessibility UI Integration
Remote Assistance Integration
Video AI Analysis Result Integration
External System APIs
Support for On-Premises and Cloud Deployment

In other words, BoryXR Platform is Bory's common AR and XR platform that “recognizes, registers, displays, and connects” real-world spaces and digital information with monitoring systems.

Customer Challenges

AR content has limited utility when it is not accurately connected to the real environment

The key to an AR service is ensuring that digital content aligns naturally with the real environment.

If content shakes, is positioned incorrectly, or fails to follow the user as they move, confidence in the service decreases.

BoryXR Platform provides a foundation for connecting AR content to real environments through camera-based spatial recognition, object recognition, and tracking technologies.

AR glasses, mobile devices, kiosks, and monitoring screens are operated separately

AR glasses are suitable for field workers and hearing-assistance users, mobile AR is suitable for product experiences and educational content, and monitoring screens are suitable for administrators checking field conditions.

However, when each device is operated separately, content and data become fragmented.

BoryXR Platform supports connecting AR glasses, mobile AR, web screens, kiosks, and digital-twin monitoring screens within a single technology architecture.

Recognition targets and information to be displayed vary by site

Industrial sites, hospitals, public institutions, exhibition halls, training facilities, stores, and research facilities all have different spatial layouts and user requirements.

Some sites must recognize equipment, others must analyze human movement, and still others must display conversation captions or guidance text.

BoryXR Platform is designed so that recognition targets, displayed content, screen UI, and integrated systems can be adjusted according to the customer's site and the purpose of Bory's product portfolio.

AR services must be connected to vision AI analysis results

Even when object recognition, spatial recognition, hazardous-zone detection, and user-motion analysis results are available, their practical service value is limited if they cannot be connected to AR or monitoring screens.

BoryXR Platform integrates with BoryVision Platform, BoryTrack Solution, and BoryAR Solution to connect vision AI analysis results with AR content display, warnings, guidance, and digital-twin monitoring.

Industrial sites and public services require real-time guidance and accessibility

Industrial sites must provide workers with hazard warnings, inspection procedures, and equipment information in real time.

Public institutions and hospitals must provide captions and easy-to-understand explanations so that people who are deaf or hard of hearing, older adults, and people with limited digital access can understand guidance easily.

BoryXR Platform connects AR glasses, captions, guidance text, accessibility UI, and digital-twin monitoring functions to create field-oriented AR and XR services.

Platform Overview

BoryXR Platform is Bory's common technology platform for developing and operating AR and XR services.

The main components are as follows.

AR Device Integration Module
Camera Input Module
Image and Marker Recognition Module
Object Recognition Module
Spatial Recognition Module
Object tracking module
User Viewpoint Estimation Module
AR Content Display Module
2D and 3D Content Management Module
Caption and Guidance UI Module
Digital-Twin Integration Module
Remote Assistance Integration Module
Event and Alert Module
Administrator Dashboard
External System API Integration Module

BoryXR Platform can be configured as an AR glasses model, mobile AR model, digital-twin-integrated model, industrial-site model, accessibility-service model, or API-integrated model according to the customer's environment.

Core Modules

1. AR Glasses Integration Module

This module displays captions, guidance text, warnings, equipment information, work procedures, and location-based information on AR glasses.

It can integrate with BoryGlass, BoryGlass Gov, BorySafe Guard, BoryVoice, and BORY Sense for hearing assistance, public-service consultation, industrial safety, and worker guidance services.

Example applications include the following.

Conversation Caption Display
Public-Service Consultation Caption Display
Work Procedure Guidance
Industrial Safety Warning Display
Equipment Inspection Information Display
Remote Assistance Guidance
Public Institution and Hospital Guidance Display
Hearing-Assistance AR Screen Configuration

2. Mobile AR Integration Module

This module displays AR content over real-world spaces through a smartphone or tablet camera.

It can be used for product experiences, educational content, exhibition guidance, hands-on training, brand promotion, and facility guidance.

Example applications include the following.

Mobile AR Product Description
AR Guidance for Exhibits
Educational 3D Content Display
Facility Location Guidance
Product Package Recognition AR
Experiential Brand AR Content
Mobile Field Inspection Guidance
Customer-Participation AR Event

3. Image and Marker Recognition Module

This module recognizes specific images, markers, posters, signs, product labels, equipment markings, QR codes, and other targets to display AR content.

It is suitable for environments where content must be displayed stably based on a predetermined location or target.

Example applications include the following.

Marker-Based AR Content Display
Product Label Recognition
Equipment Marking Recognition
Poster Recognition AR
Exhibition Sign Recognition
Educational Teaching-Aid Recognition
QR- and Code-Based Content Display
Facility Guidance Marker Recognition

4. Object Recognition and Tracking Module

This module recognizes objects in the camera view and tracks their position and movement.

It can recognize products, devices, equipment, people, hand gestures, work tools, and exhibition objects and display descriptions, warnings, guidance, and animations over them.

Example applications include the following.

Equipment Object Recognition
Work Tool Recognition
Person and Worker Recognition
Exhibition Object Recognition
Product Recognition
Object location tracking
AR Content Position Alignment
Movement-Based Interaction

5. Spatial Recognition Module

This module recognizes floors, walls, tables, areas around equipment, hazardous zones, and guidance zones in the real environment captured by the camera.

It can be used as a foundation for placing AR content in real-world spaces or connecting it with digital-twin monitoring.

Example applications include the following.

Floor and Plane Recognition
Spatially Anchored AR Content Placement
Hazardous-Zone Display
Guidance-Zone Display
Spatial Recognition Around Equipment
Exhibition Visitor-Flow Recognition
Indoor Guidance AR
Site-Drawing-Based AR Display

6. User Viewpoint and Position Estimation Module

This module estimates the direction the user is looking and the position and orientation in which the camera is moving.

It helps display AR content according to the user's viewpoint.

Example applications include the following.

AR Glasses Viewpoint Estimation
Mobile Camera Orientation Estimation
Content Updates Based on User Movement
Worker-Viewpoint-Based Guidance
Gaze-Direction-Based Information Display
Location-Based Guidance Within a Space
Integration of Monitoring Screens and User Location
Viewpoint Sharing for Remote Assistance

7. AR Content Display Module

This module displays 2D guidance text, 3D models, icons, warning messages, animations, and button UIs based on recognized images, objects, spaces, and location information.

Content position, size, orientation, and display conditions can be configured according to the purpose of the service.

Example applications include the following.

3D Model Display
Guidance Text Display
Warning Icon Display
Work Procedure Display
Caption Display
Button UI Display
Content Animation
Location-Based Information Display

8. Caption and Accessibility UI Module

This module displays conversation captions, easy-to-understand explanations, guidance text, high-contrast screens, and large-text UIs on AR or mobile screens.

It can be used in accessibility services for people who are deaf or hard of hearing, older adults, foreign-language users, and digitally vulnerable groups.

Example applications include the following.

Real-Time Captions on AR Glasses
Public-Service Consultation Captions
Hospital Reception Guidance Captions
Kiosk Accessibility Guidance
Easy-language guidance
High-Contrast Screen
Large-Text Guidance
Multilingual guidance integration

9. Digital Twin Integration Module

This module connects site drawings, equipment locations, hazardous zones, sensor locations, camera locations, worker locations, and event locations with a digital-twin screen.

Information can be provided to field users through AR and to administrators through digital-twin monitoring screens.

Example applications include the following.

Location-Based Risk Display for Equipment
Sensor-Location-Based Status Display
Worker Location Monitoring
Hazardous-Area Access Event Display
Integration of AR Warnings and Monitoring Screens
Site-Drawing-Based Monitoring
Digital-Twin Safety Monitoring
Accident-Cause Prediction Monitoring Integration

10. Remote Assistance Integration Module

This module shares a field user's AR or camera view with a remote expert and displays guidance points or work procedures on the screen.

It can be used for equipment inspection, maintenance, education, field response, and customer support.

Example applications include the following.

Remote Expert Screen Sharing
AR-Display-Based Work Guidance
Remote Equipment Inspection Support
Remote Coaching for Education and Training
Field Problem-Solving Guidance
Maintenance Procedure Display
Remote Annotation Display
Field Personnel Support

11. Event and Alert Module

This module stores recognition results, user actions, hazard events, content responses, and system status generated in AR and XR environments as events and connects them to alerts.

Example applications include the following.

Hazardous-area access alerts
Equipment-Abnormality Warning Display
User Content-Response Recording
AR Content View History
Work Completion Event
Educational Content Progress Status
Monitoring Event Delivery
External-System Alert Integration

12. AR and XR API Module

This API module connects BoryXR Platform's recognition results, content display, digital-twin information, and event data with external systems.

It can integrate with customers' apps, web services, monitoring systems, education platforms, equipment management systems, and safety management systems.

Example applications include the following.

AR Content Display API
AR Glasses Integration API
Digital Twin Event API
Equipment Management System Integration API
Safety Management System Integration API
Education Platform Integration API
Mobile App Integration API
Vision AI Analysis Result Integration API

Platform Deployment Models

AR Glasses Model

This model displays captions, guidance, warnings, work procedures, and equipment information through AR glasses.

It is suitable for hearing assistance, public-service consultations, industrial safety, remote assistance, and worker guidance.

Mobile AR Model

This model displays products, spaces, exhibits, and educational content in AR through a smartphone or tablet.

It is suitable for exhibitions, education, marketing, product experiences, and facility guidance.

Digital-Twin-Integrated Model

This model connects field AR information with administrator-facing digital-twin monitoring screens.

It is suitable for industrial safety, equipment management, accident prediction, and integrated monitoring.

Edge-Integrated

This model processes some recognition and inference on field cameras, AR glasses, boards, PCs, and edge devices.

It is suitable for environments where real-time performance, security, and network constraints are important.

Cloud Model

This model manages AR content, user accounts, event histories, and multi-site services in the cloud.

It is suitable for operating service-oriented AR content for exhibitions, education, and marketing.

API Integration Model

This model connects AR and XR functions by API to customers' existing apps, monitoring systems, equipment management systems, education platforms, kiosks, and web services.

AR recognition, content display, and digital-twin integration functions can be added while retaining existing systems.

Application Areas

Hearing Assistance with AR Glasses

Through integration with BoryGlass, conversation captions, guidance text, surrounding information, and consultation content can be displayed on AR glasses.

It can improve conversational accessibility for people who are deaf or hard of hearing and older users.

Barrier-Free Guidance for Public Institutions and Hospitals

Captions and easy-to-understand explanations can be provided through AR or screens at public-service counters, hospital reception desks, examination guidance areas, and welfare-agency consultation environments.

Integration with BoryGlass Gov and BORY Sense Platform can extend the system into a barrier-free public-service consultation system

Industrial-Site AR Safety Management

Hazardous zones, protective-equipment guidance, equipment warnings, work procedures, and inspection items can be displayed to workers in AR.

Integration with BorySafe Guard Solution enables digital-twin industrial-safety monitoring and AR warnings to be configured together.

Equipment Inspection and Remote Support

When equipment or devices are recognized, manuals, inspection procedures, error codes, component locations, and replacement methods can be displayed in AR.

The system can be extended so that remote experts deliver work instructions to field personnel through AR displays.

XR Content for Exhibitions and Promotional Halls

At exhibition halls, trade shows, brand pop-ups, and promotional halls, products or spaces can be recognized to display 3D content, explanatory videos, animations, and interactive effects.

Integration with BoryMediaWall Solution can extend the system into experiential content that responds to visitor movement.

XR Content for Education and Training

At training facilities, laboratories, safety training centers, and vocational institutions, equipment or teaching aids can be recognized to provide step-by-step explanations, practical guidance, quizzes, and feedback.

Complex procedures can be shown visually over real objects to improve learning engagement.

Digital-Twin Monitoring

Field sensors, vision AI, worker locations, equipment status, and hazard events can be connected to digital-twin monitoring screens.

Integration with BoryForesight Platform, BorySafe Platform, and BorySensor Platform can extend the system into an accident-prediction and risk-monitoring architecture.

Integrated Products and Solutions

BoryGlass

It serves as the foundation platform for AR screens, caption display, and user guidance functions of lip-reading and speech-recognition hearing-assistance AR glasses.

BoryGlass Gov

It serves as the foundation platform for caption display, accessibility guidance, and consultation-assistance screens for public institutions and hospitals.

BoryAR Solution

It serves as the foundation platform for solutions that implement AR recognition and tracking functions tailored to customer environments.

BorySafe Guard Solution

It integrates with industrial-site AR warnings, digital-twin monitoring, worker guidance, and hazardous-zone display functions.

BoryMediaWall Solution

It can connect visitor movement, spatial recognition, interactive content, and XR experiential content.

BoryVision Platform

It connects vision and image AI analysis, object recognition, pose analysis, OCR, and anomaly-detection results with AR and XR content display.

BoryTrack Solution

It connects spatial recognition, person and object position tracking, and zone-entry and exit events with AR and XR screens and digital-twin monitoring.

BORY Sense Platform

It converts voice, lip-movement, and conversation data into captions, summaries, and easy-to-understand explanations and connects them to AR glasses and accessibility UIs.

BoryForesight Platform

It connects accident-cause prediction, risk analysis, and explainable XAI-based monitoring results with AR warnings and digital-twin screens.

Expected Benefits

Standardization of AR and XR Technologies

AR glasses, mobile AR, digital twins, spatial recognition, and object-tracking functions can be shared on one platform rather than developed separately for each product.

Connecting Real-World Spaces with Digital Information

It displays necessary information over real-world spaces, equipment, people, objects, and hazardous zones so users can understand it immediately and take action on site.

Stronger Industrial Safety and Accessibility Services

It can provide hazard warnings and work guidance at industrial sites and captions and easy-to-understand explanations in public and healthcare environments, improving service accessibility.

Expansion of Digital-Twin Monitoring

Field AR information and administrator-facing monitoring screens can be connected to operate field response and centralized monitoring together.

Greater Engagement in Exhibitions, Education, and Marketing

Static exhibits or educational materials can be combined with AR and XR content and expanded into experiential content.

Expansion of Bory's AR and XR Product Portfolio

Based on BoryXR Platform, various products and solutions such as BoryGlass, BoryAR, BorySafe Guard, BoryMediaWall, BoryTrack, and BORY Sense can be expanded quickly.

Deployment Process

1. Requirements Review

Confirm the customer's AR and XR service objectives, devices to be used, target users, recognition targets, content types, and integrated systems.

2. Site and Device Environment Analysis

Analyze camera performance, AR glasses models, mobile devices, lighting, spatial structure, network conditions, and the content-display environment.

3. Platform Architecture Design

Define the required modules among AR glasses integration, mobile AR, object recognition, spatial recognition, content display, digital-twin integration, and accessibility UI.

4. PoC Development

Validate AR recognition, content display, tracking stability, and user interaction using selected recognition targets, spaces, and devices.

5. Platform Implementation

Build the AR and XR engine, content management, user screens, administrator screens, servers, database, API, and access-control architecture for the customer environment.

6. Product and Solution Integration

Integrate the required products and solutions, including BoryGlass, BoryAR, BorySafe Guard, BoryMediaWall, BoryVision, BoryTrack, and BORY Sense.

7. Operational Verification and Enhancement

Improve recognition accuracy, tracking stability, content position, screen readability, user feedback, and API stability based on actual field-use data.

What BoryXR Platform Can Do

AR and XR Platform Implementation
AR Glasses Integration Platform Implementation
Mobile AR Service Implementation
Image- and Marker-Based AR Recognition
Object-Recognition-Based AR Content Display
Spatial-Recognition-Based AR Content Placement
Object-Tracking-Based Interaction
AR Content Management System Implementation
2D and 3D Content Display Integration
AR Caption and Accessibility UI Integration
Industrial-Site AR Warning System Implementation
Equipment Inspection AR Guidance Implementation
Remote Support AR Function Implementation
Digital twin monitoring integration
XR Content Implementation for Exhibitions and Promotional Halls
XR Content Implementation for Education and Training
AR Integration of Vision AI Analysis Results
Spatial-Tracking Event API Provision
On-Premises AR and XR Platform Implementation
Cloud-Based AR Content Platform Implementation

Implementation Inquiries

BoryXR Platform can be proposed as an AR glasses model, mobile AR model, digital-twin-integrated model, industrial-site model, accessibility-service model, or API-integrated model according to the customer's devices, AR and XR service objectives, field environment, recognition targets, content types, and existing-system integration requirements.

AR and XR Platform Implementation Inquiry
AR Glasses Platform Implementation Inquiry
Mobile AR Service Implementation Inquiry
AR Recognition and Tracking Platform Inquiry
Industrial-Site AR Safety Management Inquiry
Equipment Inspection AR Guidance Inquiry
Inquiry About Digital Twin AR Integration
XR Content Inquiry for Exhibitions and Promotional Halls
XR Content Implementation Inquiry for Education and Training
AR Caption and Accessibility UI Integration Inquiry
BoryGlass Integration Inquiry
BorySafe Guard Integration Inquiry
Request a PoC Proposal

Important Information

BoryXR Platform is an AR and XR technology platform that supports AR glasses, mobile AR, spatial recognition, object tracking, and digital-twin integration.

This platform supports user guidance, accessibility assistance, work assistance, education, exhibitions, and monitoring operations. It does not guarantee complete recognition of all spaces and objects at all times or identical AR registration performance in every environment.

When applied to industrial-site safety guidance, AR warnings and digital-twin monitoring information supplement workers' judgment and the site's safety-management framework and must not be represented as replacements for legally required safety equipment or the judgment of safety managers.

Before implementation, the intended use, recognition targets, AR devices, camera locations, content-display methods, data-storage scope, personal-data processing standards, integrated systems, and operating standards must be reviewed in advance.

Related Products, Solutions, and Platforms

Related Product

BoryGlass / Bory Lip-Reading and Speech Recognition Hearing Assistance AR Glasses
BoryGlass Gov / Lip-Reading STT Barrier-Free AI Civil-Service Consultation Package
BorySafe Guard / BORY Digital Twin Industrial Safety AI Monitoring Package
BoryMediaWall Package / Bory Media Wall Package

Related Solution

BoryAR Solution / Bory AR Recognition and Tracking Solution
BoryGlass Solution / Bory Lip-Reading and Speech Recognition AR Glasses Solution
BoryGlass Gov Solution / Bory Barrier-Free AI Civil-Service Consultation Solution
BorySafe Guard Solution / BORY AR and Digital Twin Industrial Safety Solution
BoryMediaWall Solution / Bory Interactive Media Wall Solution
BoryTrack Solution / Bory Spatial Recognition and Object Tracking Solution
BoryVision Solution / Bory Video and Image AI Analysis Solution
BORY Sense Solution / Bory AI Video Understanding and Conversational Accessibility Solution

Related Platform

BORY AI Platform / Bory Artificial Intelligence Platform
BoryVision Platform / Bory Video AI Platform
BorySense Platform / Bory AI Video Understanding and Conversational Accessibility Platform
BoryVoice Platform / Bory Voice and Conversational AI Platform
BorySafe Platform / Bory Industrial Safety Platform
BoryForesight Platform / Bory XAI Integrated Monitoring Platform for Incident Cause Prediction
BoryData Platform / Bory Data Analytics Platform

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BorySensor Platform

bory.ai — Wed, 5 Aug 2026 10:29:00 +0900

BorySensor Platform | Bory Sensor and IoT Platform

Bory's common sensor and IoT platform that collects, analyzes, and monitors data from field sensors and IoT devices and connects it to alerts, dashboards, and AI analytics

BorySensor Platform is Bory's sensor and IoT platform that collects temperature, humidity, pH, water level, gas, vibration, pressure, power, illuminance, flow rate, radar, equipment-status, and environmental-sensor data and connects it to servers, dashboards, alerts, APIs, and AI analytics.

Factories, warehouses, laboratories, hospitals, cold-storage and freezing facilities, smart farms, environmental facilities, recycling-resource management sites, and industrial-safety sites continuously generate diverse sensor data. However, integrated use of this data is difficult when sensor manufacturers, communication methods, data formats, gateways, servers, and dashboards differ.

BorySensor Platform collects data from diverse sensors and IoT devices in a common structure, remotely monitors site conditions, provides alerts for threshold exceedances or abnormal conditions, and provides a foundation that can be extended to AI analytics, prediction, reports, and external-system integration.

BorySensor Platform can be deployed as a standalone platform or integrated with Bory's sensor-based products, solutions, and platforms, including BoryRMS Solution, BoryFluidSense Solution, BorySafe Guard Solution, BoryForesight Platform, BoryEcoTrace Platform, and BoryData Platform.

[Platform Implementation Inquiry][Consultation on Building a Sensor and IoT Platform][Sensor Data PoC Inquiry][Request a Proposal]

Platform Definition

BorySensor Platform is a common platform that modularizes Bory's sensor and IoT data-collection and monitoring technologies.

BorySensor Platform provides the following capabilities within a unified platform architecture.

Sensor Data Collection
IoT Gateway Integration
RS485 and Modbus Integration
Wi-Fi, LTE, BLE, and LoRa Integration
MQTT and HTTP API Integration
Sensor Data Normalization
Equipment-Status Data Collection
Threshold Exceedance Detection
Detect abnormalities in data reception
Anomalous Pattern Analysis
Remote Monitoring Dashboard
Integrated Monitoring by Site and Location
Alert and Warning System Integration
Data History Management
Report Generation
AI Analytics and Prediction Integration
External System APIs
Support for On-Premises and Cloud Deployment

In other words, BorySensor Platform is Bory's common sensor and IoT platform that “collects, organizes, stores, and analyzes” field sensor data and provides it through alerts and dashboards.

Customer Challenges

Field sensor data is scattered across multiple devices

Factories, warehouses, laboratories, and facility-management sites use many different types of sensors and devices.

Data types such as temperature, humidity, pH, water level, gas, vibration, pressure, power, illuminance, and radar vary widely, and manufacturers and communication methods may also differ.

BorySensor Platform collects data from multiple sensors and devices in a common structure to support integrated management.

Site conditions can only be checked by visiting in person

Checking sensor readings directly at the site or recording them manually requires substantial time and cost.

It is difficult to identify abnormal conditions quickly at night, on holidays, at remote facilities, or across multiple sites.

BorySensor Platform remotely collects sensor data and makes it available through dashboards, reducing the burden of site visits.

It is difficult to detect abnormal conditions quickly

Events such as rising temperature, excessive humidity, pH changes, rising water levels, increasing gas concentrations, abnormal vibration, power anomalies, and interrupted data reception require prompt attention.

BorySensor Platform analyzes sensor thresholds, rates of change, reception status, and equipment status and can present abnormal conditions through alerts and monitoring screens.

Sensor data is not connected to business systems

Sensor data can be connected to quality management, safety management, facility management, settlement, certification, monitoring, and accident-prediction workflows.

However, when sensor data is stored only in separate devices or data loggers, it is difficult to use it in actual business systems.

BorySensor Platform improves business usability by providing sensor data through APIs, dashboards, reports, and external-system integration structures.

Accumulated data histories are not used for analysis

Sensor data is important operational data that changes over time.

However, without systematic history storage, it is difficult to analyze anomalous patterns, recurring problems, seasonal changes, equipment-condition changes, and precursors to accidents.

BorySensor Platform stores sensor-data history and provides a foundation that can be extended to graphs, statistics, reports, and AI analytics.

Platform Overview

BorySensor Platform is Bory's common sensor-data platform that collects, stores, analyzes, and visualizes sensor and IoT data and integrates it with customer business systems.

The main components are as follows.

Sensor Input Module
IoT Gateway Integration Module
Communication Protocol Integration Module
Data Normalization Module
Data Storage Database
Real-Time Monitoring Module
Threshold Exceedance Detection Module
Anomalous Pattern Analysis Module
Data Reception Anomaly Detection Module
Site and Location Management Module
Alert and Warning Module
Report Generation Module
Administrator Dashboard
External System API Integration Module
AI Analytics and Prediction Integration Module

BorySensor Platform can be configured as edge-integrated, cloud-based, on-premises, API-integrated, or multi-site integrated according to the customer's field environment.

Core Modules

1. Sensor Data Collection Module

A module that collects diverse sensor data generated at field sites.

Collection intervals, data formats, storage methods, and alert thresholds can be configured according to sensor type and measurement purpose.

Example applications include the following.

Temperature Data Collection
Humidity Data Collection
pH Data Collection
Water-Level Data Collection
Gas-Concentration Data Collection
Vibration Data Collection
Pressure Data Collection
Power Data Collection
Illuminance Data Collection
Radar Sensor Data Collection

2. IoT Gateway Integration Module

A module that integrates with gateways that collect and transmit data between sensors and servers.

Depending on the field environment, it can integrate with Raspberry Pi devices, industrial PCs, edge boards, data loggers, PLCs, and communication modules.

Example applications include the following.

Raspberry Pi-Based Gateway Integration
Industrial PC Integration
Edge Board Integration
PLC Data Integration
Data Logger Integration
LTE Communication Module Integration
Field Gateway Status Monitoring
Gateway Failure Detection

3. Communication Protocol Integration Module

A module that integrates diverse communication methods used by field sensors and devices.

RS485, Modbus, Wi-Fi, LTE, BLE, LoRa, MQTT, HTTP APIs, and other methods can be applied according to the equipment specifications at the customer's site.

Example applications include the following.

RS485 Sensor Integration
Modbus Data Integration
MQTT Message Collection
HTTP API-Based Data Collection
BLE Sensor Integration
LoRa-Based Long-Range Sensor Integration
Wi-Fi Sensor Data Integration
LTE-Based Remote Data Transmission

4. Data Normalization Module

A module that organizes data formats, units, intervals, and field names that differ among sensors into a common data structure.

Data normalization allows data from multiple sensors to be used consistently in a single dashboard and API.

Example applications include the following.

Standardization of Sensor Data Formats
Measurement Unit Management
Time Information Standardization
Site, Equipment, and Sensor ID Mapping
Outlier Handling
Missing Data Indication
Sensor Status Code Standardization
Data Quality Indication

5. Real-Time Monitoring Module

A module for viewing collected sensor data in real time or near real time.

Administrators can view sensor readings by site, equipment status, abnormal events, and communication status on a web dashboard.

Example applications include the following.

Sensor Reading Lookup by Site
Status Lookup by Equipment
Real-Time Change Graphs
Threshold Exceedance Display
Data Reception Status Display
Map and Site Status Display
Integrated Administrator View
Mobile Monitoring View

6. Threshold Exceedance Detection Module

A module that generates an event when a sensor reading falls outside a configured threshold.

Alerts can be configured according to the site's purpose using upper limits, lower limits, rates of change, duration, and compound conditions.

Example applications include the following.

Temperature Upper-Limit Exceedance Detection
Humidity Threshold Exceedance Detection
Abnormal pH Range Detection
Water-Level Rise Detection
Gas-Concentration Increase Detection
Vibration Threshold Exceedance Detection
Pressure Anomaly Detection
Abnormal Power-Consumption Detection

7. Data Reception Anomaly Detection Module

A module that detects situations in which data is not being received normally from sensors or gateways.

It enables rapid identification of sensor failures, communication failures, power problems, gateway errors, network instability, and similar issues.

Example applications include the following.

Missing Data Detection
Device Disconnection Detection
Gateway No-Response Detection
Abnormal Repeated-Value Detection
Fixed Sensor-Value Detection
Communication Delay Detection
Low-Battery Detection
Equipment-Status Anomaly Display

8. Anomalous Pattern Analysis Module

A module that analyzes anomalous patterns over time, rather than only simple threshold exceedances.

It can identify sudden changes, recurring anomalies, seasonal changes, deviations among devices, and trends that differ from normal patterns.

Example applications include the following.

Rapid Rise and Fall Detection
Recurring Anomalous Pattern Analysis
Pattern Comparison by Equipment
Condition Comparison by Site
Time-of-Day Change Analysis
Accident-Precursor Pattern Analysis
Equipment Anomaly Sign Analysis
AI Prediction Model Integration

9. Alert and Warning Module

A module that notifies administrators when an abnormal event occurs.

Notification methods can include dashboard alerts, text messages, email, app push notifications, on-site warning devices, and external-system integration.

Example applications include the following.

Alert when thresholds are exceeded
Missing Data Alert
Equipment Anomaly Alert
Site Manager Alert
Administrator Approval Alert
App Push Notification
Text Message and Email Alert
External Monitoring System Alert Integration

10. Data History and Reporting Module

A module that stores collected sensor data by time, site, equipment, sensor type, and event type and provides it in reports.

The data can be used for quality management, safety management, certification, internal reporting, and operational improvement.

Example applications include the following.

Daily and Monthly Sensor Reports
Abnormal Event Reports
Operational Reports by Site
Equipment Status History
History Lookup for Quality Management
Safety Management Report
Data Download
API-Based History Data Provision

11. External System API Module

A module that connects BorySensor Platform data to the customer's existing systems.

It can integrate with ERP, MES, FMS, quality-management systems, safety-management systems, settlement systems, monitoring systems, and data-analytics platforms.

Example applications include the following.

ERP Data Integration
MES Sensor Data Integration
Quality Management System Integration
Safety Management System Integration
Facility Management System Integration
Settlement System Integration
External Dashboard Integration
AI Analytics Platform Integration

Platform Deployment Models

Edge-Integrated

A method that initially collects sensor data through field gateways, Raspberry Pi devices, industrial PCs, or edge boards and transmits it to a server.

Suitable for environments with unstable networks or those requiring site-level control.

Cloud Model

A method for centrally managing sensor data from multiple sites, locations, and customers in the cloud.

Suitable for integrated multi-site monitoring, franchises, remote facility management, and SaaS-type IoT services.

On-Premises Model

For environments with restricted external-network connectivity, such as factories, hospitals, public institutions, and research facilities, the platform can be deployed on internal servers.

Suitable for organizations where sensitive operational data or internal security policies are important.

API Integration Model

A method that connects BorySensor Platform capabilities via APIs to the customer's existing sensor, facility-management, quality-management, or monitoring systems.

It enables sensor-data integration, alerts, dashboards, and AI analytics to be added while retaining existing systems.

Multi-Site Integrated Type

A method for centrally managing sensor data from multiple factories, warehouses, stores, laboratories, environmental facilities, and locations on one platform.

Headquarters or central administrators can view the status of all sites on a single screen.

Application Areas

Remote sensor monitoring

Sensor data from factories, warehouses, laboratories, cold-storage and freezing facilities, and environmental facilities can be checked remotely.

When integrated with BoryRMS Solution, diverse data such as temperature, humidity, pH, water level, gas, and vibration can be managed through dashboards and alerts.

Industrial Safety and Equipment Monitoring

Vibration, gas, temperature, pressure, power, and equipment-status data can be analyzed to identify hazardous conditions and signs of equipment anomalies.

Integration with BorySafe Guard Solution and BoryForesight Platform enables expansion into sensor-based accident prediction and safety monitoring.

Liquid Quality and Resource Management

Liquid quality, water-level, and condition-change data can be managed through integration with radar sensors, cameras, and board-based devices.

Integration with BoryFluidSense Solution and BoryEcoTrace Platform enables expansion into recycling-resource quality analysis and digital tracing.

Smart Farm and Environmental Monitoring

Temperature, humidity, illuminance, soil moisture, pH, water level, and ventilation-status data can be managed.

Applicable to smart farms, greenhouses, livestock facilities, aquaculture farms, and environmental-monitoring sites.

Hospital and Research-Facility Environment Management

Temperature, humidity, gas, and equipment status can be monitored in hospitals, test laboratories, research laboratories, culture rooms, and equipment rooms.

Integration with BoryLab Platform and BoryMed Platform enables expansion into medical and laboratory operations data management.

Public Facility and Infrastructure Monitoring

Sensor data from public facilities, underground spaces, transportation facilities, environmental facilities, and energy facilities can be monitored in an integrated manner.

Risk conditions can be identified early using water-level, gas, vibration, temperature, power, and equipment-status data.

Integrated Products and Solutions

BoryRMS Solution

Used as the core data-collection and monitoring platform for sensor remote-monitoring solutions.

BoryFluidSense Solution

Used as the foundation for collecting and monitoring liquid-quality analysis data from radar-, camera-, and board-based devices.

BorySafe Guard Solution

Used as a foundational platform that connects sensor data, risk events, and alert data from industrial-safety sites to safety monitoring.

BoryForesight Platform

Connects sensor data to accident-cause prediction, risk analysis, integrated monitoring, and XAI-based explainable analytics.

BoryEcoTrace Platform

Used as a foundational platform that connects recycling-resource quality, collection histories, sensor data, and settlement and certification data.

BoryData Platform

Integrated as a data platform that analyzes and processes sensor-data history, event data, operational statistics, and report data.

BORY AI Platform

Integrated as a higher-level AI platform that extends sensor data to AI analytics, prediction, anomaly detection, and data visualization.

Expected Benefits

Integrated Sensor Data Management

Sensor data from multiple manufacturers and communication methods can be managed centrally on one platform.

Remote Site-Condition Checking

Administrators can remotely check sensor readings and equipment status without visiting the site in person.

Early Response to Abnormal Conditions

Threshold exceedances, missing data, equipment anomalies, and hazardous conditions can be detected quickly and alerts sent to responsible personnel.

Securing Operational History Data

Sensor and event histories can be stored and used for quality management, safety management, facility management, certification, and internal reporting.

Foundation for AI Analytics and Prediction

Accumulated sensor data can be extended to anomalous pattern analysis, equipment-anomaly analysis, accident-risk prediction, and operational optimization.

Expansion of Bory's Sensor-Based Product Portfolio

BorySensor Platform enables rapid expansion of sensor-based products and solutions such as BoryRMS, BoryFluidSense, BorySafe Guard, BoryForesight, and BoryEcoTrace.

Deployment Process

1. Requirements Review

We review the customer's site type, sensor types, management objectives, communication methods, alert thresholds, existing systems, and security policies.

2. Sensor and Communication Environment Analysis

We analyze sensor installation locations, communication environments, power configurations, gateway locations, network status, data-collection intervals, and equipment specifications.

3. Platform Architecture Design

We design the scope of sensor data collection, communication protocols, data normalization, dashboards, alerts, reports, and API integration.

4. PoC Development

For selected sensors or a specific site, we verify the feasibility of data collection, dashboard display, alerts, history storage, and API integration.

5. Platform Implementation

We build gateways, servers, databases, dashboards, alert systems, APIs, and access-control structures tailored to the customer environment.

6. Product and Solution Integration

We integrate required products, solutions, and platforms, including BoryRMS, BoryFluidSense, BorySafe Guard, BoryForesight, BoryEcoTrace, and BoryData.

7. Operational Verification and Enhancement

Using actual operational data, we improve alert thresholds, graph screens, report formats, data quality, and API stability.

What BorySensor Platform Can Do

Build Sensor and IoT Platforms
Build Sensor Data Collection Systems
IoT Gateway Integration
RS485 and Modbus sensor integration
Wi-Fi, LTE, BLE, and LoRa communication integration
Collect Data via MQTT and HTTP APIs
Manage Temperature, Humidity, pH, Water-Level, Gas, and Vibration Data
Radar Sensor Data Collection
Monitor Equipment-Status Data
Sensor Data Normalization
Detect abnormalities in data reception
Alert when thresholds are exceeded
Anomalous Pattern Analysis
Integrated Monitoring by Site and Location
Build Sensor Data Dashboards
Manage Sensor Data History
Report Generation
External System APIs
Build On-Premises IoT Platforms
Build Cloud-Based Sensor Platforms
Integrate AI Analytics and Prediction Platforms

Implementation Inquiries

BorySensor Platform can be proposed as edge-integrated, cloud-based, on-premises, API-integrated, or multi-site integrated according to the customer's sensor types, communication methods, site structure, server environment, alert policies, and existing-system integration requirements.

Sensor and IoT Platform Adoption Inquiry
Sensor Data Collection Platform Inquiry
IoT Gateway Integration Inquiry
RS485 and Modbus Sensor Integration Inquiry
MQTT-Based IoT Data Integration Inquiry
Sensor Remote-Monitoring Platform Inquiry
Inquiry about multi-site integrated sensor management
Sensor Data Dashboard Implementation Inquiry
Threshold Exceedance Alert System Inquiry
Sensor Data API Integration Inquiry
On-Premises IoT Platform Inquiry
Cloud-Based Sensor Platform Inquiry
Request a PoC Proposal

Important Information

BorySensor Platform is a sensor and IoT platform that collects, stores, analyzes, and visualizes data from field sensors and IoT devices and supports remote monitoring and alerts.

This platform supports field-condition checking and operational management and does not guarantee complete, automatic determination of every sensor anomaly or field hazard.

Measurements and analysis results may vary depending on sensor type, installation location, calibration status, communication environment, power status, measurement target, field noise, and data-collection interval.

Separate calibration, testing, certification, and customer-validation procedures may be required when using the data for statutory metrology, accredited test reports, or certification submissions.

When sensor data is transmitted to an external server or cloud, prior agreement is required regarding the customer's security policies and data storage and transmission standards.

When integrating existing sensors, gateways, PLCs, facility-management systems, or quality-management systems, the implementation scope may vary according to equipment communication specifications, API availability, and network configuration.

Before adoption, advance review is required for sensor types, installation locations, communication methods, server configuration, alert thresholds, dashboard configuration, data-use objectives, and security policies.

Related Products, Solutions, and Platforms

Related Product

BoryRMS / Sensor Remote-Monitoring Package
BoryFluidSense / Bory AI Radar Liquid-Quality Measurement Terminal
BorySafe Guard / BORY Digital Twin Industrial Safety AI Monitoring Package

Related Solution

BoryRMS Solution / Bory Sensor Remote Monitoring Solution
BoryFluidSense Solution / Bory AI Radar Liquid-Quality Analysis Solution
BorySafe Guard Solution / BORY AR and Digital Twin Industrial Safety Solution
BoryForesight Solution / Bory XAI Integrated Monitoring Solution for Incident Cause Prediction
BoryData Solution / Bory Data Analysis and Processing Solution

Related Platform

BORY AI Platform / Bory Artificial Intelligence Platform
BoryData Platform / Bory Data Analytics Platform
BoryForesight Platform / Bory XAI Integrated Monitoring Platform for Incident Cause Prediction
BorySafe Platform / Bory Industrial Safety Platform
BoryEcoTrace Platform / Bory Recycling-Resource Digital Tracing Platform

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production

BoryVision Platform

bory.ai — Wed, 5 Aug 2026 10:27:36 +0900

BoryVision Platform | Bory Video AI Platform |

Bory's shared video AI platform that analyzes camera, CCTV, image, and video data with AI to recognize objects, behaviors, conditions, and events

BoryVision Platform is Bory's video AI platform that analyzes camera feeds, CCTV, images, video files, on-site footage, inspection images, and user-captured images with AI, and connects object recognition, image classification, object tracking, behavior analysis, pose analysis, OCR, anomaly detection, event generation, dashboards, and external system APIs.

Industrial sites, hospitals, unmanned stores, public facilities, exhibition halls, inspection rooms, kiosks, AR glasses, smart factories, and facility monitoring environments generate diverse video and image data. However, manually reviewing every video or classifying images by hand requires substantial time and cost and makes it difficult to apply consistent criteria.

BoryVision Platform processes video and image data into structures that AI can understand and provides a shared video AI engine that analyzes objects, people, behaviors, conditions, and anomalies for use across various products and solutions.

BoryVision Platform can be deployed as a standalone platform or integrated with Bory's video-based products, solutions, and platforms, including BorySafe Guard, BoryMed, BoryStoreTrack, BoryMediaWall, BoryLabQC, BoryTrack, BoryAR, and BORY Sense.

[Platform Implementation Inquiry][Consultation on Building a Video AI Platform][Video Analysis PoC Inquiry][Request a Proposal]

Platform Definition

BoryVision Platform is a shared platform that modularizes Bory's video and image AI technologies.

BoryVision Platform provides the following capabilities in a unified platform architecture.

Video Data Input
Image Data Input
Camera and CCTV Integration
Object Recognition
Object Detection
Image Classification
Object Tracking
Behavior Analysis
Pose and Skeleton Analysis
Face Region and Gaze Direction Analysis
OCR and Text Recognition
Barcode and Label Recognition
Region Segmentation
Anomaly Detection
Video Event Generation
Edge AI Analysis
Server-Based Video Analysis
Video Analytics Dashboard
External System API Integration

In other words, BoryVision Platform is Bory's shared video AI platform for “collecting, recognizing, analyzing, converting into events, and providing video and image data through dashboards and APIs.”

Customer Challenges

Video data is abundant, but it still requires manual review

Companies and institutions hold large volumes of video data, including CCTV footage, camera feeds, inspection images, on-site videos, and user-captured images.

However, most video data is used only for post-incident review or manual visual assessment by staff.

BoryVision Platform uses AI to perform first-pass analysis of videos and images and automatically extract the required objects, behaviors, and events, reducing repetitive manual review.

Existing CCTV systems remain focused on recording

CCTV systems are already installed at many sites, but they are often used mainly for simple recording and real-time viewing.

BoryVision Platform can connect existing CCTV or RTSP cameras to an AI analytics system and upgrade them into a video AI platform that analyzes workers, customers, patients, equipment, hazardous zones, products, specimens, and behavioral events.

It is difficult to apply consistent image assessment criteria

BoryVision Platform organizes image-analysis criteria into AI models and dashboard structures, improving consistency in classification tasks and providing results that staff can review.

It is difficult to connect video analysis results to actual business processes

Even when an AI model recognizes objects, operational deployment requires event storage, notifications, dashboards, reports, APIs, and integration with existing systems.

BoryVision Platform provides data, event, screen, and API integration structures so video AI analysis results can be connected to customer business systems.

Camera environments and analysis objectives differ by site

Factories, hospitals, stores, inspection rooms, exhibition halls, and public facilities all differ in camera position, lighting, object size, movement, video quality, and analysis objectives.

BoryVision Platform is built on a shared video AI engine while allowing object recognition, tracking, behavior analysis, image classification, OCR, and event criteria to be adjusted for each customer site and Bory product use case.

Platform Overview

BoryVision Platform is Bory's shared video AI platform for collecting, analyzing, storing, and visualizing video and image data and integrating it with external systems.

The main components are as follows.

Video Input Module
Image Input Module
Camera and CCTV Integration Module
Video Preprocessing Module
Object Recognition Module
Image Classification Module
Object tracking module
Pose and Skeleton Analysis Module
OCR and Label Recognition Module
Segmentation Module
Anomaly Detection Module
Video Event Generation Module
Video Analytics Database
Administrator Dashboard
Notification and Reporting Module
External System API Integration Module

BoryVision Platform can be configured as edge-based, server-based, cloud-based, on-premises, or API-integrated according to the customer's environment.

Core Modules

1. Video Input and Camera Integration Module

This module receives camera feeds, CCTV, RTSP streams, video files, image files, and mobile-captured images and converts them into analyzable formats.

It can integrate with diverse input sources, including on-site cameras, existing CCTV, industrial cameras, webcams, smartphone cameras, and inspection equipment images.

Example applications include the following.

CCTV Video Integration
RTSP Camera Integration
Real-Time Video Stream Collection
Image File Upload Analysis
Inspection Image Input
Mobile-Captured Image Analysis
Edge Camera Integration
Server-Based Video Collection

2. Video Preprocessing Module

This module prepares videos and images for effective AI analysis.

It provides a foundation for improving video-analysis quality by accounting for site conditions such as lighting, resolution, noise, background, object size, camera angle, and color variation.

Example applications include the following.

Video Resolution Adjustment
Image Correction
Lighting Correction
Background Region Processing
Object Region Extraction
Frame Sampling
Analysis Interval Configuration
Image Quality Check

3. Object Recognition and Detection Module

This module recognizes people, vehicles, equipment, products, specimens, merchandise, tools, hazardous materials, signs, and specific objects in videos or images.

It is a core video AI capability used across Bory's products and solutions.

Example applications include the following.

Worker Recognition
Patient Recognition
Customer Recognition
Vehicle and Equipment Recognition
Product and Display-Shelf Recognition
Specimen Container Recognition
Personal Protective Equipment Recognition
Hazardous Material and Restricted-Zone Object Recognition

4. Image Classification Module

This module automatically classifies image data according to defined criteria.

Classification models can be configured around customer business criteria such as normal/abnormal, acceptable/unacceptable, good/caution/danger, product type, specimen condition, and quality grade.

Example applications include the following.

Specimen Acceptability Classification
Quality Inspection Image Classification
Product Condition Classification
On-Site Image Condition Classification
Label Condition Classification
Container Condition Classification
Anomalous Image Classification
Inspection Result Support Classification

5. Object Tracking Module

This module tracks the movement of people or objects in video.

It can analyze where an object appeared, the direction it moved, the area where it remained, and when it left.

Example applications include the following.

Customer Traffic Analysis
Worker Movement Tracking
Hazardous-area access detection
Patient Bed-Exit Analysis
Analyze waiting and exit behavior at kiosks
Exhibition Visitor Movement Analysis
Multi-Camera Movement Flow Analysis
Spatial Event Generation

6. Pose and Skeleton Analysis Module

This module analyzes major human joint positions and posture information to identify movement, posture, and behavior patterns.

It can be used for industrial safety, patient monitoring, rehabilitation, exercise analysis, education, interactive content, and AR services.

Example applications include the following.

Patient Posture Analysis
Fall-Risk Behavior Analysis
Worker Abnormal-Behavior Analysis
Hazardous Posture Detection
Exercise and Rehabilitation Motion Analysis
Media Wall Interaction
User Gesture Recognition
Educational Content Response Analysis

7. OCR, Label, and Barcode Recognition Module

This module recognizes text, labels, barcodes, numbers, signs, and notices in images or video.

It can be used in laboratories, logistics, quality management, field inspections, product recognition, and document image processing.

Example applications include the following.

Specimen Label Recognition
Barcode Recognition
Equipment Number Recognition
Product Label Recognition
Sign Text Recognition
Notice Image Processing
Inspection Data Integration
Document Image Analysis

8. Region Segmentation Module

This module separates and analyzes specific regions in images or video.

Beyond object-level detection, it can segment and analyze specimen regions, people, products, beds, liquid layers, defect regions, hazardous zones, and other detailed areas.

Example applications include the following.

Specimen Region Segmentation
Product Defect Region Extraction
Bed Region Configuration
Person Region Segmentation
Background Removal
Liquid Layer Analysis
Hazardous-Zone Visualization
Quality Inspection Region Analysis

9. Anomaly Detection Module

This module detects video or image conditions that differ from normal patterns as events.

Example applications include the following.

Industrial-Site Hazardous Behavior Detection
Patient Abnormal-Behavior Detection
Customer Departure Detection
Anomalous Specimen Image Detection
Quality Defect Detection
Abnormal Situation Detection Around Equipment
Intrusion and Restricted-Area Detection
Prolonged Inactivity Event Detection

10. Video Event Generation Module

This module converts AI analysis results into event data that can be used in actual operations.

Object recognition, tracking, OCR, and anomaly-detection results can be stored together with time, location, type, image, video clip, and processing status.

Example applications include the following.

Risk Event Generation
Customer Behavior Event Generation
Patient Condition Event Generation
Specimen Classification Event Generation
Quality Inspection Event Generation
Notification-Target Event Generation
Event Storage for Reports
Event Generation for External Systems

11. Video Analytics Dashboard Module

This module presents AI analysis results in screens that users can review.

Users can review video events, image-classification results, object tracking, anomalies, statistics, heat maps, reports, and notification history.

Example applications include the following.

Industrial Safety Monitoring Screen
Hospital Patient Monitoring Screen
Unmanned Store Customer Analytics Screen
Specimen Quality Management Dashboard
Media Wall Operations Screen
CCTV AI Analytics Screen
Event Statistics Screen
Administrator Report Screen

12. Video AI API Module

This API module connects BoryVision Platform analysis results to external systems.

It can integrate video AI capabilities with customers' existing apps, web services, monitoring systems, hospital systems, laboratory systems, kiosks, AR glasses, and digital twin systems.

Example applications include the following.

CCTV Monitoring System Integration API
Hospital Patient Monitoring API
Unmanned Store Analytics API
Specimen Classification API
Kiosk User Recognition API
Digital Twin Event API
AR Recognition Integration API
External Dashboard Integration API

Platform Deployment Models

Edge AI Type

A method that performs first-pass video analysis on a PC, industrial PC, board, or edge device near the camera.

It is suitable for environments where real-time performance is important or video data is difficult to transmit externally.

Example applications include the following.

Hospital Bed Monitoring
Industrial-Site Safety Analysis
On-Site Analysis for Unmanned Stores
User Recognition in Front of Kiosks
Real-Time Event Detection by Camera

Server Analytics Type

A method that collects and analyzes data from multiple cameras or images on a central server.

It is suitable for environments requiring multi-camera analytics, integrated dashboards, reporting, and long-term data management.

Example applications include the following.

Integrated Multi-CCTV Analytics
Server Analysis of Inspection Images
Customer Behavior Analysis by Store
Integrated Ward Monitoring
Factory Safety Monitoring Server Analytics

Cloud Model

A method that centrally manages video-analysis results from multiple branches, customers, and sites in the cloud.

It is suitable for franchises, multi-branch stores, SaaS video analytics services, and remote monitoring services.

On-Premises Model

For hospitals, public institutions, manufacturing plants, and security environments with limited external-network connectivity, the platform can be deployed on internal servers.

It is suitable for institutions that cannot easily transmit video information and personal data externally.

API Integration Model

A method that integrates through APIs with the customer's existing CCTV monitoring system, VMS, hospital system, laboratory system, kiosk, app, or web service.

Video AI analytics can be added while retaining the existing system.

Application Areas

Industrial Safety Video Analysis

Workers, protective equipment, hazardous zones, and conditions around machinery can be analyzed in factories, logistics centers, and smart factories.

When connected with BorySafe Guard Solution, it can be extended to PPE detection, hazardous-zone access detection, abnormal worker behavior analysis, and digital-twin monitoring.

Hospital Patient Monitoring

It can be used in hospital rooms and care facilities to analyze patient location, posture, activity level, the likelihood of leaving the bed, fall risk, and pressure-ulcer risk.

When integrated with BoryMed Solution, it can be expanded into a patient-safety AI monitoring system for individual beds.

Unmanned-Store Customer Behavior Analysis

Customer approach, movement, dwell time, and departure flows can be analyzed in unmanned stores, smart shops, pop-up stores, and showrooms.

When connected with BoryStoreTrack Solution, it can be extended to customer path analysis, areas of interest, waiting and abandonment in front of kiosks, and advertising-response analysis.

Specimen and Quality Image Assessment

It can be used as an image-based assessment system in clinical laboratories, research labs, and manufacturing quality-inspection sites.

When connected with BoryLabQC Solution, it can be extended to specimen image-based nonconformity assessment, label and barcode verification, and quality-management dashboard development.

Interactive Media Wall

Experiential content can be built in which on-screen graphics respond in real time by recognizing visitor faces, positions, and movements.

When connected with BoryMediaWall Solution, it can be used for interactive content in exhibitions, events, brand pop-ups, and promotional halls.

Kiosk User Recognition

It can analyze customer approach, stopping, departure, and screen-use status in front of kiosks.

When connected with BoryKiosk Solution, it can be extended to kiosk usability improvement, order-abandonment analysis, and accessibility UI assistance.

AR and XR Recognition

Images, objects, spaces, and user gestures can be recognized through a camera and connected to AR content display or XR interactions.

When integrated with BoryAR Solution and BoryXR Platform, it can be expanded to AR glasses, mobile AR, exhibition content, and on-site work guidance.

AI Accessibility and Lip-Reading Analysis

It can analyze face regions, lip movements, speaker locations, and conversational situations in video for caption generation and accessibility functions.

When integrated with BorySense Platform, BoryVoice Solution, and BoryGlass Solution, it can be expanded to lip-reading STT, real-time captions, and hearing assistance through AR glasses.

Integrated Products and Solutions

BoryVision Solution

It serves as the foundational platform for solutions that build video and image AI analytics tailored to customer environments.

BorySafe Guard Solution

It serves as a video AI engine for analyzing workers, personal protective equipment, hazardous zones, abnormal behavior, and risks around equipment at industrial sites.

BoryMed Solution

It serves as a video AI foundation for analyzing hospital patients' locations, postures, activity levels, fall risks, pressure-injury risks, and events around beds.

BoryStoreTrack Solution

It serves as the foundational platform for analyzing customer paths, dwell times, areas of interest, and departure flows in unmanned and smart stores.

BoryLabQC Solution

It serves as an image-classification foundation for analyzing specimen images, labels, barcodes, container condition, specimen volume, and color condition.

BoryMediaWall Solution

It serves as the foundational platform for recognizing visitors' faces, locations, and movements and connecting them to interactive media wall content.

BoryTrack Solution

It serves as a spatial recognition and tracking foundation for analyzing the positions, movements, dwell times, and zone entry and exit of people and objects.

BoryAR Solution

It serves as the foundational platform for recognizing images, objects, and spaces and performing AR content alignment and tracking.

BorySense Platform

It serves as a foundation for understanding faces, lip movements, and conversational situations in video and connecting them to captions, summaries, easy-to-understand explanations, and accessibility APIs.

Expected Benefits

Automation of Video Review Tasks

AI performs first-pass analysis of videos and images that previously required manual review, reducing repetitive checking tasks.

Use of Existing Camera Assets

AI analytics can be added using already-installed CCTV and cameras, reducing the burden of purchasing new equipment.

Establish a Shared Foundation for Diverse Products and Solutions

Based on BoryVision Platform, industrial safety, hospital monitoring, unmanned-store analytics, specimen classification, media walls, AR recognition, and accessibility services can be expanded rapidly.

Improve Operations Through Video Events

Objects, behaviors, locations, conditions, and anomalies can be stored as events and used for safety management, quality management, store operations, patient safety, and facility monitoring.

Commercialization Through Dashboards and APIs

Video AI analysis results can be delivered through dashboards, notifications, reports, and APIs and connected to actual customer business systems.

Flexible Edge, Server, and Cloud Deployment

Customers can choose edge, server, cloud, or on-premises analytics according to site conditions, enabling support for diverse customer environments.

Deployment Process

1. Requirements Review

Confirm the customer's video-analysis objectives, application area, camera configuration, analysis targets, existing systems, and security policies.

2. Video and Image Data Analysis

Video quality, image resolution, lighting, camera position, shooting angle, object size, occlusion, and data volume are analyzed.

3. Platform Architecture Design

Define the required modules among object recognition, image classification, tracking, OCR, pose analysis, anomaly detection, dashboards, and API integration.

4. PoC Development

Using a subset of video or image data, validate AI analysis feasibility, event generation, dashboard display, and API integration.

5. Platform Implementation

Build the AI analytics engine, database, event structure, dashboards, notifications, APIs, and access-control structure for the customer's environment.

6. Product and Solution Integration

Integrate the required products and solutions, including BorySafe Guard, BoryMed, BoryStoreTrack, BoryLabQC, BoryMediaWall, BoryTrack, BoryAR, and BorySense.

7. Operational Verification and Enhancement

Improve analysis accuracy, event criteria, screen configuration, notification rules, report formats, and API stability based on actual operational data.

What BoryVision Platform Can Deliver

Build a Video AI Platform
Build an Image AI Analytics Platform
Build a CCTV AI Analytics Engine
Build an Object Recognition and Detection Engine
Build an Image Classification Engine
Build an Object Tracking Engine
Build a Pose and Skeleton Analysis Engine
Build an OCR, Label, and Barcode Recognition Engine
Region Segmentation Analysis
Build an Anomaly Detection System
Build a Video Event Generation System
Build an Edge AI Video Analytics System
Build a Server-Based Video Analytics Platform
Build a Cloud-Based Video Analytics Platform
Build a Video Analytics Dashboard
Provide Video AI APIs
Integrate Industrial Safety Video Analytics
Integrate Hospital Patient Monitoring
Integrate Unmanned Store Customer Analytics
Integrate Specimen Image Classification
Integrate AR and XR Recognition
Integrate AI Accessibility and Lip-Reading Analysis

Implementation Inquiries

BoryVision Platform can be proposed as edge-based, server-based, cloud-based, on-premises, API-integrated, or product-and-solution integrated according to the customer's video and image data, camera environment, analysis objectives, existing systems, and security policies.

Video AI Platform Adoption Inquiry
CCTV AI Analytics Platform Inquiry
Object Recognition and Tracking Platform Inquiry
Image Classification and Quality Inspection AI Platform Inquiry
OCR, Label, and Barcode Recognition Platform Inquiry
Edge AI Video Analytics Inquiry
Server-Based Video Analytics Platform Inquiry
Hospital Patient Monitoring Video AI Inquiry
Industrial Safety Video AI Inquiry
Unmanned Store Customer Analytics Video AI Inquiry
Specimen Image Classification AI Inquiry
AR Recognition and Tracking Integration Inquiry
Request a PoC Proposal

Important Information

BoryVision Platform is an AI-based video analytics platform that analyzes video and image data to recognize objects, behaviors, conditions, and events.

This platform is an analytics system that supports customer operations and does not guarantee complete recognition of every video or image situation or automatic detection of every anomaly.

Analysis results may vary depending on video quality, image resolution, lighting, camera position, shooting angle, object occlusion, data volume, training conditions, and the site environment.

In fields requiring critical decisions, such as healthcare, industrial safety, security, and public monitoring, it is recommended that responsible staff review AI analysis results.

Related Products, Solutions, and Platforms

Related Product

BorySafe Guard / Bory Digital Twin Industrial Safety AI Monitoring Package
BoryMed Monitor / Bory Hospital Patient AI Monitoring Device
BoryStoreTrack / Unmanned Store Customer Tracking Package
BoryMediaWall Package / Bory Media Wall Package
BoryLabQC / Bory AI Specimen Quality Classification Package
BoryGlass Gov / Lip-Reading STT Barrier-Free AI Civil-Service Consultation Package
BoryKiosk / Bory Barrier-Free AI Kiosk

Related Solution

BoryVision Solution / Bory Video and Image AI Analysis Solution
BorySafe Guard Solution / Bory AR and Digital Twin Industrial Safety Solution
BoryMed Solution / Bory Hospital Patient Safety AI Monitoring Solution
BoryStoreTrack Solution / Bory Unmanned Store AI Tracking Solution
BoryLabQC Solution / Bory AI Unsuitable Specimen Classification Solution
BoryMediaWall Solution / Bory Interactive Media Wall Solution
BoryTrack Solution / Bory Spatial Recognition and Object Tracking Solution
BoryAR Solution / Bory AR Recognition and Tracking Solution
BORY Sense Solution / Bory AI Video Understanding and Conversational Accessibility Solution

Related Platform

BORY AI Platform / Bory Artificial Intelligence Platform
BoryTrack Platform or BoryTrack Solution Integration Architecture
BoryXR Platform / Bory AR and XR Platform
BorySafe Platform / Bory Industrial Safety Platform
BoryMed Platform / Bory Medical and Healthcare Platform
BorySensor Platform / Bory Sensor and IoT Platform
BoryData Platform / Bory Data Analytics Platform
BorySense Platform / Bory AI Video Understanding and Conversational Accessibility Platform

BORY.ai Key Services Overview

Below are the main representative domains currently operated or being prepared by Bory Co., Ltd.

Primary Domain	Service/Brand	Description
bory.ai	BORY.ai	The official AI brand website of Bory Co., Ltd., serving as the company’s main website for the integrated presentation of its products, solutions, platforms, and services
borysense.com	BORY SENSE	An AI-powered hearing assistance platform that supports communication for people with hearing disabilities and older adults through real-time captioning, lip-reading AI, and AR glasses integration
borytalk.com	BORY TALK	A web-based conversational AI chatbot service designed for civil service inquiries, consultations, information guidance, and customer support
borykiosk.com	BORY KIOSK	A barrier-free AI kiosk service for older adults and people with disabilities, featuring voice guidance, captioning, and easy-to-use interfaces
boryservice.com	BORY SERVICE	A service portal introducing Bory’s AI services and custom-built AI offerings for industrial, public-sector, and everyday applications
borysong.com	BORY SONG	A music AI service that supports AI-powered composition, music generation, and sound content production