Healthcare AI governance for chief compliance officers

The problem from this chair

AI multiplied your compliance surface without multiplying your team, and the frameworks that describe what good looks like do not tell you what to file.

The metrics you are actually measured on

• Detection time from event to identification
• Finding yield per audit hour
• Policy attestation completion
• Vendor agreements with complete AI disclosure
• Open corrective actions past due

Every framework in the library is anchored to metrics like these rather than to model performance, because model performance is not what you are asked about in a board meeting.

Where to start

The Governance Artifact Pack. Compliance officers are the buyers who most often need the artifacts drafted rather than described, because the deadline is external and the internal drafting capacity is not there.

The honest limit

Nothing here removes the need for judgment about your own organisation. The instruments make the judgment faster and make it auditable. They do not make it for you.