Service

Feedback Engine

FULL PLAN ONLY

Validates production-failure reports (rejects empty prompts, identical actual/expected pairs, and exact duplicates) into a real queryable training corpus, with list, stats, and NDJSON export endpoints.

No per-call charge -- unlimited under your subscription

Worked example

Report model failure

curl -X POST https://cainstudio.online/feedback-engine/process_failure \
  -H "X-API-Key: $CAIN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model_id": "...", "request_data": {}, "actual_response": "...", "expected_response": "...", "severity": "..."}'

Try it live in your dashboard → See pricing →