What SMEs should document before an AI audit
Auditors rarely ask whether you use AI. They ask whether you can show how risk was assessed, who is accountable, and what happens when the model is wrong.
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Practical AI governance insight.
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Human oversight that survives a busy week
Oversight fails when it depends on heroic attention. Design checkpoints that still work when teams are stretched and deadlines slip.
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