Enterprise AI Governance: A Practical Framework

Least-privilege tool access, approval gates on irreversible actions, injection-aware design on external content, and audit logs answering who/what/why for every AI action.

A cross-functional owner group, change review for new AI capabilities, incident playbooks, and vendor/model-update review — lightweight, quarterly, real.

Skipping the discipline this article describes until an incident, audit, or stalled project forces it — every practice above is cheaper adopted early than retrofitted under pressure.