The Real Safeguard in AI Governance Is Human Judgment

No AI governance framework, however advanced, replaces human judgment. The principles that keep it central:

1. Instinctive Judgment: People still recognize when something feels wrong or misaligned with organizational values.
2. Framework Support: Governance should make good judgment easier, not attempt to replace it.
3. Escalation Pathways: Teams need a clear, low-friction way to raise concerns.
4. Foundational Fixes First: Don't let a new technology distract from fixing existing data and process gaps.
5. Sequenced Adoption: Start with the use case, then the committee, then the data, then the risk.
6. Confidence Over Fear: Strong fundamentals let organizations govern AI with confidence, rather than manage it out of fear.

Get the sequence right, and AI becomes something the organization can govern, not something it has to fear.