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AI control plane
also agent control plane or agentic control plane or AI agent control plane
Definition of AI control plane
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: a centralized management layer that governs AI models and agents across an organization by applying shared controls for identity, permissions, routing, monitoring, policy, and lifecycle management
- The company routed every agent tool call through its AI control plane so that one policy could govern access across several model providers.
- An agent control plane can pause a risky action, request human approval, and preserve an audit record without changing the agent itself.
Two meanings, one word
In everyday English
In computing, a control plane is the part of a system that makes management and routing decisions while a data plane carries out the work.
In AI
A centralized management layer that governs AI models and agents across an organization by applying shared controls for identity, permissions, routing, monitoring…
Origin & history
The term borrows control plane from networking and distributed systems, where management decisions are separated from the traffic or work being controlled. Agentic-AI control plane appeared in technical research by 2025; in 2026, IBM, Snowflake, and other enterprise software providers used agent control plane and agentic control plane for centralized governance of agents operating across systems.
Test yourself
Which of these is the meaning of AI control plane?
Cite this entry
"AI control plane." AI Dictionary, Dadgogo, https://dadgogo.com/dictionary/ai-control-plane/. Accessed 10 Oct. 2026.