LLM Document Vision Extraction in Production: Stabilizing PDF Parsing Quality with Layout Chunking and Confidence Auditing
A practical guide to using multimodal LLMs for PDF and scanned document parsing in production. Covers layout chunking, table extraction, confidence auditing, human review, and launch validation to reduce hallucinations, missed fields, and misaligned parsing for complex documents like contracts, financial reports, and work orders.