BOUCH Legal
Evidence analysis toolkit. 1,300+ items processed: documents, emails, 850+ images. 9 forensic reports per run, 644 cross-evidence correlations. Built for a real employment law case.
Real employment law case, real stakes. 1,300+ evidence items across documents, emails, and 850+ photographs. 4-stage pipeline: ingest (SHA256 content-addressed storage), analyse (GPT-4o Vision + text), correlate (cross-evidence pattern matching), package (9 forensic reports per run).
6 generations, each building on the last. Started with basic document analysis. Added image OCR, entity correlation, forensic integrity with chain of custody, 48 Pydantic models, and AI entity resolution (+114% yield). Same pipeline works in compliance, insurance, HR, investigations.
Each generation compounds on the last — not rewrites, each new capability adds to the existing pipeline.
Core forensic analysis platform. 1,300+ items processed, 644 cross-evidence correlations, 9 report types (executive summary, financial risk, timeline, legal patterns, entity network, power dynamics, OCR, quoted statements, forensic opinion). SHA256 chain of custody, 48 Pydantic models, content-addressed storage.
Text analysis for legal evidence. Extracts key facts, identifies contradictions, builds timelines, and highlights patterns across large document sets.
GPT-4o Vision forensic analysis. 850+ images processed with 0.89 average confidence. OCR text extraction, scene description, object detection, legal relevance scoring across 6 domains. Thread-safe parallel processing at ~$0.001/image.
Legal Document Intelligence and Decision Support System. Built with FastAPI, PydanticAI, Supabase, and MCP. Expert knowledge base with scoping, multi-agent analysis, and structured legal reasoning.
Same evidence analysis patterns work in compliance, insurance, HR, investigations. The toolkit adapts to any document-heavy domain.
Built with PydanticAI and MCP from the ground up. Structured outputs, typed tool calls, reproducible analysis chains.
Used in a live case. Real document volumes, real evidence standards, real deadlines.
Same pipeline works in compliance, insurance, HR investigations, regulatory cases. Different source material, same method.
Free Your Main Thread