How can Project Managers govern AI Projects effectively without being AI experts?

If you are a project manager managing AI projects, how do you ensure the team stays aligned with the approved scope, regulatory requirements and organizational standards when you may not have deep technical expertise in AI or AI agent development?

What processes, governance frameworks, or checkpoints do you put in place to validate compliance, manage risks and ensure accountability without having to understand every technical detail of the solution? Please share your insights.