Prompt and model changes can alter behavior dramatically. Informal updates create avoidable incidents.

Introduce release gates with eval deltas, approval requirements, and rollback plans. Keep a changelog linking updates to business outcomes.

This process improves auditability and helps teams scale AI changes without fear.