Human in the Loop

Route uncertain decisions to people, automatically

When your model is confident, accept its answer. When it is not, call Cashilly and get a human judgment back through the same API. Your pipeline never stops to wait for a person to be found.

What workers do

  • Verify a low-confidence classification
  • Resolve an ambiguous extraction
  • Confirm a decision before it reaches a customer
  • Review an edge case your rules did not cover

What you upload

  • any fields your model was reasoning over

Any format: CSV, TSV, JSON, JSONL, XLSX or TXT. Columns are detected automatically.

Common questions

How do I integrate this?
POST the uncertain item to /api/v1/judgments and either poll the judgment id or receive a webhook when it resolves.
How fast is it?
Turnaround depends on how many qualified workers are available for your requirements at that moment. Every project shows a live estimate, and the API returns one at submission.