Describe the evidence chain needed before relying on an AI-generated analytical insight.
A trustworthy AI insight has a visible chain, not just a confident sentence. Map the use Name the decision context and who could be affected. A dashboard note and a budget reallocation need different review thresholds. Measure the output Check freshness, definitions, joins, sample size, and known edge cases. If you cannot test the output against something known, do not treat it as settled. Manage the action Decide what actions are allowed at each confidence level. Some insights justify investigation; fewer justify automated action. Govern publication Clarify who can publish, who reviews exceptions, and what evidence must travel with the…
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