AI Governance for Small Practices: A Realistic Framework
Enterprise AI governance frameworks don't work for a 5-physician group. Here's a practical governance model that takes 2 hours to implement and actually gets followed.
Dr. Sajad Zalzala
2026-04-18
Every AI governance article you've read was written for a 500-bed hospital with a CMIO, a legal department, and a six-figure consulting budget. That's useless for a 5-physician family practice in suburban Ohio.
This framework is designed for small practices — groups of 1-20 physicians who are already using AI tools informally and need to formalize it before a compliance event forces them to.
The 2-Hour Governance Setup
You need exactly four things:
1. An AI Tool Inventory (30 minutes)
List every AI tool anyone in your practice uses — including personal tools. This is usually surprising. Most practices find 3-5 tools they didn't know staff were using.
- •For each tool, document:
- •Tool name and vendor
- •What it's used for
- •Whether it touches patient data
- •Whether there's a BAA in place
- •Who authorized its use
2. A Decision Rule (15 minutes)
Create a simple 3-tier classification:
Green (use freely): AI tools that never touch patient data. Examples: scheduling optimization, billing code lookup, general medical education.
Yellow (use with caution): AI tools that process patient data under a signed BAA. Examples: EHR-integrated scribes, approved clinical decision support. Requires documentation of use.
Red (do not use): Consumer AI tools with patient data, any tool without a BAA, any tool making autonomous clinical decisions. No exceptions.
3. A Review Cadence (15 minutes)
- •Once per quarter, spend 30 minutes reviewing:
- •Any new tools added to the inventory
- •Any incidents or near-misses
- •Any staff concerns about AI tools
- •Whether existing BAAs are still current
4. A Staff Agreement (1 hour)
- •A one-page document every staff member signs acknowledging:
- •They will not use Red-tier tools with patient data
- •They will document Yellow-tier tool usage
- •They will report any AI-related incidents
- •They understand that AI output requires human review
That's It
No committee. No 40-page policy document. No consultant. Four deliverables, two hours, and you're ahead of 90% of practices your size.
The goal isn't perfection — it's documentation. When (not if) a payer, carrier, or regulator asks about your AI practices, you have a written answer instead of a shrug.