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Practical Governance for Enterprise AI

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Control Plane

A control plane is the centralized infrastructure component that manages configuration, policy enforcement, and operational decisions across distributed systems or AI platforms. In AI governance contexts, the control plane functions as the authoritative layer for implementing access controls, audit logging, model deployment policies, and compliance requirements across multiple AI systems and data pipelines. Organizations rely on robust control planes to ensure consistent governance enforcement, maintain visibility into AI system behavior, and demonstrate compliance with regulatory frameworks.

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