AI Agent Control Matrix | PlanckCyber

AI Agents & Governance · Updated August 8, 2026

By PlanckCyber

AI Agent Control Matrix

Tools, permissions, human authority and evidence for agentic systems.

How to use this resource

Create one row for every tool or material action. “The agent needs access” is not a control decision.

Important: Does not replace legal, privacy, security or regulatory review.

Audience

Product, engineering, security, privacy, risk and operations leaders

When to use it

An agent will access tools, data or actions.

Objective

Make authority and control decisions explicit before implementation.

System identity

  • Agent / system name
  • Workflow
  • Operating owner
  • Technical owner
  • Risk owner
  • Environment

Authority matrix

  • For each tool or action, record its purpose, data, permission, human approval, audit record and revoke / rollback method.

Control questions

  • Least privilege is documented.
  • External content is treated as untrusted.
  • Prompt / instruction hierarchy is protected.
  • Outputs are validated before material use.
  • High-risk actions require human authority.
  • Rate, cost and action limits exist.
  • Secrets are not exposed to the model unnecessarily.
  • Logging excludes prohibited sensitive data.
  • Incident response and shutdown are tested.
  • Model / tool changes trigger regression testing.

Approval

  • Open risks
  • Conditions before release
  • Approval owner
  • Date
  • Next review

Start with the problem

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