Tagged: Production Engineering

Confidence scoring in document extraction: how production IDP scores each field so trustworthy results pass and shaky ones go to review.

A document extraction pipeline turns documents into structured data end to end. What separates a one-off script from production-grade.

Human-in-the-loop document processing sends uncertain extractions to a reviewer first. A deliberate design choice, not a fallback.

Schema-first extraction defines what to extract before touching a document, which separates reliable pipelines from brittle scripts.

Scripts, no-code platforms, and LLM-only setups all fail on edge cases the same way. What production document pipelines do differently to stay reliable.