MedExtract
Medical data extraction platform with AI agent and MLOps
Tech Stack
A production-grade medical data extraction and intelligent agent platform built for insurance underwriting. Combines automated extraction of unstructured medical documents into structured JSON with a conversational AI agent featuring 8 specialized tools (risk assessment, policy compliance, knowledge base search, etc.). Implements enterprise-level MLOps practices: systematic evaluation framework, complete observability with custom traces and LangSmith integration, LLM-based quality scoring, and regression testing with backtests. Supports dual interaction types (extraction and conversational) with field-level precision tracking and automated quality grading. Demonstrates production AI engineering maturity with comprehensive observability and quality assurance.
Screenshots
Key Highlights
Dual interaction types (extraction + conversational agent)
LangGraph ReAct agent with 8 specialized tools
Field-level precision tracking for quality assurance
LLM-based automated quality grading
LangSmith integration for complete observability
Regression testing with systematic backtests
Schema-driven architecture for consistency
Enterprise MLOps practices throughout
Metrics
Agent Tools
Dual Modes