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Most organisations are treating “AI governance” like it’s a document-writing exercise. Write a policy. Form a committee. Add a disclaimer to the chatbot. Maybe run a training session. Job done. Except it isn’t. If you’re deploying AI in regulated or operational environments, the uncomfortable reality is this: compliance is going to be audited like finance . Not “do you have a policy?” but “show me the evidence.” And in practice, that evidence lives (or dies) inside your knowl