A lightweight AI governance operating model designed for scalable adoption, risk quantification, and distributed ownership across higher education and enterprise environments.

The framework includes:

· Champions Network design

· Tiered enablement pathways

· Risk quantification model

· Human-in-the-loop review structure

· 180-day rollout plan