extraction

Turn confidence scores into a defensible approval policy. Work through selective accuracy, uncertainty, correlated errors and review capacity before deciding which invoice fields can bypass a human.

A worked live-round walkthrough. The trap is building a pretty summariser. The scoring path is a narrow extractor with structured output, a small test set that probes the hard cases, and an honest readout.