Monitor live use: collect thumbs up/down and comments, sample 2–5% of real conversations each week for LLM-judge scoring and a human review, track 'I don't know' rate, guardrail blocks, cost per day/user, latency p50/p95, error rate. Turn bad cases into new test questions (the improvement loop).
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