Artificial Intelligence has become integral to enterprises, necessitating adaptability in governance models. Traditional governance often falters at scale due to rigidity. A contextual governance framework tailors controls based on risk, context, and operational impact, fostering innovation while ensuring accountability. It emphasizes clear ownership and integrates governance throughout the AI lifecycle for better outcomes.