Sectors

The regime decides what evidence you owe

The four layers are constant. What changes by sector is which failures are reportable, who examines you, and what artifact satisfies them.

Where model risk management meets systems that act.

Federal Reserve SR 11-7 / OCC 2011-12 →

Claims and underwriting decisions an agent can now make alone.

NAIC model bulletin on AI use →

Agents touching patient records, clinical workflow and regulated submissions.

HIPAA Security & Privacy Rules →

National platforms, public data estates, and residency that is not negotiable.

India DPDP Act →

Next step

If any of this is live for you

The fastest route is a conversation. Bring the architecture you are worried about — the first useful thing usually surfaces inside twenty minutes.