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Guide / Security & risk

The AI Agent Approval Playbook

What your security review should ask before any AI agent reaches production.

14 pages · PDF · Updated October 2026

Cover of The AI Agent Approval Playbook, October 2026 edition

01 / Why it exists

Give the review an answer.

Security questionnaires were written for software that stores data. Agents are software that acts. This playbook gives your review a consistent, evidence-based way to reach a yes or a no.

What’s inside

  • The three questions: where data goes, who can act and what you can prove, broken into 24 checks.
  • 12 more checks for compliance, governance and reliability.
  • What a good answer looks like, and the red flags that should stop a review.
  • A 72-point scorecard with 23 gates.
  • A 30-day review process that ends in a signed decision.

02 / Read an excerpt

How the scorecard decides.

From the scorecard, page 9. Read the full guide for the checks and gate definitions.
ResultRuleDecision
ReadyEvery Must scores 2; total 58+Approve for production agents handling sensitive data.
ConditionalNo Must scores 0; total 43+Pilot on non-sensitive data with dated remediation.
Not readyAny Must scores 0, or total below 43Do not approve. Re-review when gaps close.

03 / Written for

CSOs and CISOsRisk and compliance leadersSecurity and enterprise architectsProcurement

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