Classify AI tasks by consequence so the review level matches the risk.
Sort each workplace AI task by the review level it deserves. AI assist is enough Use AI, then verify Needs expert review Brainstorm onboarding email subject lines assist Summarize a transcript into action items verify Decide on an accommodation denial expert Draft a vendor comparison from source notes Rewrite an internal FAQ in plain language Estimate legal exposure in a contract AI fluency Practised capability vs limits by matching AI use to consequence. If a wrong answer could affect rights, money, safety, compliance, or employment, raise the review level.
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