Your AI Governance Policy Is Just A Document. Here's How To Enforce It
AITHORITY, Tuesday, January 13th, 2026
You most probably have put in a lot of time and labor in drafting a robust AI governance policy for your organization. This is an essential first step, but you have made specific principles around fairness, transparency, and accountability. The trick is that a policy document on a server does not monitor anything. It is a declaration of intent, rather than a control system.
But how can you ensure that your teams are adhering to these fundamental rules with every single model they build and deploy? If you do not have a means of enforcing your policy, you are mitigating risk via wishful thinking rather than management. What you need is a way to leverage your clearly articulated values into repeated and habitual application in your daily life.