Healthcare AI governance for medical group executives

The problem from this chair

You have the same governance obligation as a health system and roughly a twentieth of the staff to meet it with, and most published guidance assumes an academic medical centre.

The metrics you are actually measured on

• Panel size against standard and the capacity leak inside it
• Provider productivity and compensation alignment
• Referral keepage to your own network
• Charge lag and clean claim rate
• Provider turnover and time to replace

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 committee charter, sized down. A four-person governance committee is legitimate; an absent one is not, and the charter is what makes the small version defensible.

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.