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🏥 Production ML

Medical AI Pipeline

Enterprise-grade medical document processing system with high-precision AI summarization and content generation capabilities.

Overview

Architected a compliance-grade Medical AI pipeline for processing FDA regulatory documentation, generating ₹2+ crores revenue within 3 months by automating data extraction from 10,000+ documents with 95%+ accuracy.

Key Achievements

Revenue & Scale

  • ₹2+ crores revenue generated within 3 months of deployment
  • 10,000+ documents processed with 95%+ extraction accuracy
  • FDA compliance-grade system with explainable AI (XAI) workflows

XParser - Enterprise Document Intelligence

  • Built XParser: enterprise-grade document parser sold at $100K+ per deployment to healthcare clients in USA and Europe
  • Three-layer AI enrichment pipeline:
    • Layer 1: OCR (Tesseract, Azure Vision) for text extraction
    • Layer 2: Computer Vision models for image and table understanding
    • Layer 3: LLM orchestration (LangChain) for intelligent parsing
  • Processes multi-format documents (PDF, DOC/DOCX, PPT/PPTX, XLS/XLSX) with 95%+ accuracy
  • Integrated validation, error handling, and fallback mechanisms for production reliability

AI/ML Pipeline

  • Smart parser with text, tables, and contextual image extraction
  • Context-based chunking optimized for medical document structure
  • 200+ expertly crafted prompts with custom prompt version control framework
  • Model versioning and rollback mechanisms for prompt management

Compliance & Explainability

  • Designed Explainable AI (XAI) workflows ensuring auditability and traceability
  • Regulatory alignment for FDA compliance requirements
  • Document processing engine transforming raw files into AI-ready structured data

Technical Implementation

Infrastructure

  • Deployed via AWS AppRunner/Lambda for serverless scaling
  • Azure AI Foundry backend for AI model management
  • Docker containerization for consistent deployments
  • CI/CD using GitHub Actions and Azure Logic Apps

Integration & Scale

  • Powers medical AI pipeline generating ₹2 crores revenue
  • Integrated across 5+ organizational workflows
  • Low-latency query responses (<500ms)
  • Production-grade reliability with enterprise guardrails

Impact

  • ₹2+ crores revenue in 3 months
  • $100K+ per XParser deployment to healthcare clients
  • 10,000+ documents processed with 95%+ accuracy
  • 5+ organizational workflows powered by XParser
  • FDA compliance-grade system with XAI capabilities