extraction

A VLM that reads one page perfectly can still fail an 80-page contract, and the reason is arithmetic before it is model quality. The signal is picking the right architecture and knowing what per-page processing silently loses. Here is the answer.

Document extraction (IDP) is a huge enterprise use case with a hard correctness bar: a wrong extracted number is worse than none. The signal is the parse, extract, validate, human-review pipeline and confidence-based routing. Here is the design.