Here’s a question worth asking before anyone else asks it for you.
If something goes wrong with an AI system your business runs, does your insurance actually pay?
For a lot of companies right now, the honest answer is: nobody knows yet. And the people finding that out first aren’t regulators. They’re insurance carriers.
This isn’t a future problem. It’s already happening.
Cyber insurers have started treating AI governance the same way they’ve treated basic security controls for years. No multi-factor authentication, no coverage — that’s an old, settled rule by now. AI governance documentation is becoming the next item on that same list. One industry guide put it plainly: a carrier’s forensics team asks for the AI governance file you claimed to have on your application, you don’t have it, the claim gets denied. That’s not a scare tactic. It’s the same mechanism that’s already sunk real claims over missing security basics.
Law firms are seeing it too. Through 2024 and 2025, AI use inside client work mostly sat under old malpractice coverage without anyone asking questions. By the end of 2025, that silence started disappearing. Underwriters began asking for governance documents before they’d write the policy at all.
State regulators are moving the same direction, from a different angle. Colorado’s AI Act requires documented risk management and impact assessments. New York’s insurance regulator requires life insurers to test their models and prove they’re not discriminating — and to keep the paperwork proving it. The insurance industry’s own standards body, the NAIC, has folded AI governance expectations directly into the cybersecurity rules agencies already have to follow.
Put those two threads together and the shape is clear. Regulators are requiring documented governance. Insurers are requiring it too, on their own, faster, because a denied claim protects them whether or not a law forces the issue. One of the guides on this said it about as plainly as it can be said: even if every state AI law got paused tomorrow, your insurance carrier would still want documented governance at your next renewal. Two separate systems, both asking for the same thing.
Here’s what that means for anyone actually running AI in their work, not just talking about it. The question isn’t whether you’ll eventually need to show how your AI use is governed. That part’s already decided — the insurance market moved on it in 2025, quietly, before most companies noticed. The only open question is whether you have the documentation ready when someone asks for it, or whether you’re building it for the first time the week after something’s already gone wrong.
That’s the whole argument for having a real governance framework in place before you need one. Not because a regulator might show up. Because a claims adjuster already will.
Written with my AI partner | The Faust Baseline™ | intelligent-people.org
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