AI-Powered Healthcare Data Auditing & Quality Analysis System
A healthcare organization needed to ensure accuracy and compliance in their medical data management processes, requiring automated auditing of healthcare information extracted from web-based systems.
Discuss Your Project
The Challenge
Healthcare data accuracy is critical for patient safety and regulatory compliance. The organization faced:
- Manual, error-prone auditing of healthcare data across multiple web platforms
- Inconsistent data quality with no standardized scoring mechanism
- Lack of CPT code validation and suggestion capabilities
- No centralized compliance reporting or audit trail
Our Solution
We built a comprehensive healthcare data auditing platform that combines web scraping, AI-powered analysis, and multi-user dashboards for quality scoring and compliance tracking.
Architecture
- Backend: NestJS 10 with TypeScript, MySQL/TypeORM, Redis caching
- Frontend: React 18 with TypeScript, Vite, Redux Toolkit, Tailwind CSS
- Browser Extension: Chrome Manifest v3 for web page data extraction
- AI Engine: Azure OpenAI (GPT-4/GPT-5) for data analysis and quality scoring
- Security: AES encryption for data at rest, JWT with Argon2 authentication
Processing Pipeline
- Data Extraction - Chrome extension captures data from web pages and iframes
- HTML-to-JSON Conversion - Azure OpenAI transforms raw HTML into structured data
- Quality Analysis - AI-powered scoring with configurable prompt versioning
- CPT Code Suggestions - Automated procedure code recommendations
- Compliance Reporting - Audit logging with temporal analytics
Key Features
- Chrome Extension - Content script injection for seamless data capture from clinical web systems
- AI Quality Scoring - Multi-model analysis (GPT-4, GPT-5, GPT-5-mini) with prompt versioning
- Role-Based Access - Super Admin, Admin, Doctor, and Nurse roles with granular permissions
- Disease Analytics - Quality metrics by disease category with severity distribution
- Audit Trail - Complete logging of all data operations for compliance
- Data Encryption - AES encryption for sensitive healthcare data
Results
Technology Stack
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