Rated production outcomes
Feedback is a signal, not ground truth. Correlate it with task completion, traces and policy evidence.
Production outcome plane
Quality & Feedback
84.2K rated outcomes
Quality drivers
Outcome score by operational dimension.
Recent feedback evidence
Every signal stays linked to the originating application and request ID.
Quality loop
How production evidence becomes controlled change rather than silent prompt drift.
1 · Capture outcome
Explicit feedback, correction, resolution, abandonment or handoff.
2 · Join trace evidence
Model, prompt, RAG, tools, latency, cost and policy verdicts.
3 · Curate evaluation case
Approved failures become regression datasets with human-owned labels.
4 · Gate the release
Candidate changes prove improvement before canary promotion.