As enterprises scale AI across teams and systems, governance and security often become fragmented. This article explains how centralized AI orchestration helps organizations manage compliance, control access, and maintain security across distributed AI workflows. It focuses on real enterprise challenges and practical approaches to responsible AI adoption.