Every company I talk to right now has, or is writing, an AI policy. Most of them think that is the finish line. It is the starting line, and a lot of businesses are about to find that out the hard way.
A policy is a document. It says what is allowed and what is not. It tells an employee not to paste client data into a public chatbot, and that is worth having. But a policy does not tell you who approved the AI tool now quietly running inside your customer service workflow. It does not tell you what happens when that tool makes a decision that affects a real customer and nobody can explain why. It does not tell you who is accountable when the business unit that adopted it never asked anyone.
That is the gap. Business units are adopting AI faster than most technology leaders can track, because the tools are free, fast, and do not require anyone's permission to try. By the time a CIO or an IT lead hears about a given use case, it has often already touched real data and made real decisions. The policy sitting in a shared drive did nothing to prevent that, because a policy is not a control. It is a statement of intent.
Governance is the part that actually works: a living inventory of where AI is being used, clear ownership for who approved each use case, a real review of risk before adoption instead of after a problem, and a way to shut something off quickly when it turns out to be wrong. None of that fits on the single page most AI policies occupy.
I expect a lot of executives to be surprised in the next year, not because they did nothing, but because they mistook the document for the discipline. Writing the rule was the easy part. Owning what actually happens inside the business is the part nobody delegated, and it is the part that was always going to matter.
Kevin M. Coles is a fractional CIO and the founder of Coles Technical Group, where he helps leadership teams build governance, not just policy, around the technology decisions they cannot easily undo. More on the distinction: Your AI Policy Is Not an AI Governance Program
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