Turn complaints into AI training signal
Convert customer complaints about AI support into a structured improvement loop.
Complaints are not just sentiment. They are process evidence. Recover the customer First, fix the immediate experience. Acknowledge what happened, correct the answer, explain the next step, and avoid making the customer prove the same issue again. Classify the failure Then classify the complaint by system cause. Did the AI use a stale article? Miss the intent? Overstate certainty? Apply the wrong policy? Fail to hand off? Without classification, complaint volume becomes noise. Improve the system A useful complaint loop changes something: source content, retrieval ranking, prompt instructions, escalation thresholds, QA checks, or agent coaching. The loop is not complete…
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