Safe auto-accept for document extraction.
Extraction is the cleanest place to prove the loop: independent documents, correctable fields, fast outcomes. Metrx finds the cheapest configuration that holds your critical-field accuracy — and can raise the auto-accept frontier only where the evidence earns it.
Reviewers re-check every field because you cannot trust the cutoff.
A proven configuration lets low-risk fields auto-accept while critical ones stay guarded.
A cheaper model might hold — but nobody dares test it on live documents.
A randomized trial is designed to run it against a holdout on your traffic, with rollback armed.
You measure quality with raw edit distance and miss the errors that matter.
The acceptance contract weights critical-field errors — not every character equally.
Two loops, always running.
Prove a cheaper config
Trial candidate models against a holdout, judged by the critical-field accuracy you set — lowest cost per accepted document, not lowest cost per call.
Guard the frontier
Watch the accepted envelope, re-verify on model releases, and pull the auto-accept threshold back when critical-field errors drift.
Run it as a shadow comparison first: Metrx measures the candidate alongside your current pipeline with no traffic switched, and you see the evidence before anything changes.
Explore a live workspace →Put every workload on its best proven configuration.
Connect a workload, approve an acceptance contract, and let the loops run.
Figures shown in the demo workspace are synthetic. Every number carries its provenance.