Governance Plane
The layer of the AI stack that enforces policy across identity, models, tools, retrieval, and logs.
What is Governance Plane?
A governance plane is what turns a collection of agents into a controllable enterprise system. It is not a reporting dashboard added later; it is the runtime that decides who can do what, with which model, on which data. See AI Agent Governance.
What is an example of Governance Plane?
Before an agent queries payroll data, the governance plane checks the user and agent identity, purpose, data classification, approved model, region, and time-limited permission, then logs the allow or deny decision.
How is Governance Plane different from related concepts?
The control plane configures and coordinates infrastructure. The governance plane applies organizational policy and accountability. A product may combine them, but the responsibilities are different.
What should enterprises evaluate for Governance Plane?
- Use policy-as-code or another versioned mechanism with testing, approvals, rollback, and clear decision logs.
- Enforce policy outside the agent’s prompt so a model cannot talk its way around the control.
- Design for fail-closed behavior when identity, policy, or logging services are unavailable.
Authoritative sources
Primary sources for the formal meaning, requirements, or original research behind Governance Plane:
Putting Governance Plane to work?
VDF AI runs governed AI agents on your own infrastructure — on-premises, sovereign cloud, or air-gapped. Book a working session to map the architecture.
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