When the regulator says “show us it works”
A financial-services practitioner's guide to AI governance evidence
A practitioner's guide for financial services. The FCA will not write an AI rulebook; it will supervise the AI you already run through the frameworks you already hold. This cheat sheet sets out what "show us it works" actually means in evidence terms, and where governance substance is tested.
What the cheat sheet covers
A practitioner’s guide for financial services firms on what a supervisor actually looks at when asking to see AI governance working. Under principles-based supervision there is no checklist for the examiner to tick and none for a firm to hide behind. Consumer Duty, SM&CR and operational resilience all resolve to one question: show us your AI governance working in practice, not on paper. The burden of proof sits with the firm.
The guide turns on one distinction. A control that is written down is documentation. A control that demonstrably changes what a person or a system does at the point of decision is governance. Most firms can produce a control library; far fewer can show that one control in it ever changed an outcome.
Key points
- What fails the question: a policy that names a control but cannot show it firing, sign-off that is a click at speed near 100% approval, a model risk owner on the org chart but absent from decisions, guardrails described in a deck rather than enforced at runtime, and an audit trail assembled after the examiner asks for it.
- Five questions documentation cannot answer, covering provenance, accountability, scope, review and runtime constraints. SM&CR needs a named person who understands and controls the risk, and the test is whether that person can be shown making or overturning a decision.
- Weak signals worth looking for: approval rates near 100%, reviews completed in seconds, reviewers also on delivery, and scope that grew because it worked in a pilot, with no reversal ever recorded.
- A self-check for one customer-facing AI-assisted process across Evidence, Accountability, Scope, Review, Constraint and Stop. Every box you cannot tick with an event rather than a document is documentation, not governance.
- The trap: the Treasury Committee has accused the regulators of a wait-and-see approach, and the regulators have pushed the same test back onto firms. Adoption has raced ahead of anyone’s ability to evidence it.
- The one that matters most: if you cannot point to a moment where a competent check actually stopped the wrong thing from shipping, you have the control’s description, not the control. The guide is framework-neutral and built from composite patterns.
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