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AI-OUTPUT-EVALUATION6 MIN READ

Worked Example: Turn A Miss Into A Checklist

Translate an AI output failure into a short checklist that prevents recurrence.

AI wrote, "All Pro customers have access to audit exports." In reality, audit exports require a compliance add-on. Miss-to-checklist: failed claim -> missing context -> evidence source -> reviewer action The tempting fix is to tell people to be careful, which does not change the review behavior. Failed claim The universal claim was: all Pro customers have audit exports. Universal words raise the evidence bar. Missing context The answer ignored add-ons and account configuration. Plan tier alone did not determine feature access. Evidence source The checker should verify the current feature matrix or account entitlements. A general help article is…

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