Explain why AI risk controls must be embedded in a repeatable management system.
AI risk governance fails when it depends on the most careful person in the room. A reliable system makes the careful behavior normal. What ISO/IEC 42001 adds ISO/IEC 42001 specifies an AI management system: the organization's policies, roles, objectives, support, operation, performance evaluation, and improvement loop for AI. The point is not certification theater. The point is that AI risk has to survive handoffs, turnover, vendor changes, model updates, and rushed launches. Why repeatability beats heroics A one-off review can catch one issue, but it cannot prove that every similar use case gets the same standard. A management system answers…
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