The Challenge Artificial intelligence and machine learning are moving quickly into GxP environments, from batch record review to signal detection and predictive quality monitoring. Adoption, however, is outpacing governance. Many organizations still lack a documented 'AI playbook' that explains how a model was validated, how its decisions can be explained to an inspector, and how ongoing performance is monitored after deployment. Without a structured governance model, AI initiatives create a...