BoryData Platform

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.

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.

 

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

 

 

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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