Human in the Loop: Using Confidence Scores to Build Reliable Document Extraction

Why Fully Automated Extraction Fails Every document extraction project starts with the same pitch: upload a PDF, get structured JSON, never look at the document again. It works in the demo. It falls apart in production. The problem isn't that AI extraction is inaccurate — it's that it's inconsiste