The Missing Link in AI Governance: Why Enterprise AI Needs a Control Plane

Guardrails validate outputs and gateways manage routing, but they fail to answer the critical question: should this request be allowed for this user in this context? PolicyAware introduces a control plane layer that enforces role-based access, policies, and audit trails—essentials for AI systems handling real data, sensitive operations, and compliance requirements. As teams move beyond read-only chat, governance at the control plane level becomes as vital as model selection itself.