Many companies don’t fail at building AI, they fail at scaling it. The reason isn’t technology, but missing governance. Without control, AI initiatives introduce risk, create fragmented architectures, and erode trust. This article explores how integrated, lightweight governance enables responsible AI at scale—aligning with business goals, ensuring compliance, and driving long-term value across the enterprise.