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Cakewalk

A CISO Guide to
AI Agent Security

Walk into your next agent review able to say exactly what every agent can do, whose access it spends, who approved it and whether you can revoke it on demand. This is the reference that gets you there.

What's Inside
Why an agent uses every credential it is handed
Where your existing IAM controls quietly fail
The seven governing dimensions, and how each one fails
The four places enforcement can sit, and what each is blind to

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What the CISO Guide to AI Agent Security Covers

The guide covers the access and action layer of AI agent security: what an agent can touch, under whose authority and how a security team accounts for it afterward. Each section answers one question a CISO faces before letting agents act inside company systems.

Section 2 · The threat model

An agent will use all the access it is given

The question it answersWhy does an agent with broad access turn ordinary tasks into exposure?

Two real incidents, a deleted production database and a zero-click data leak, show how ordinary agent behavior becomes a security event.

Section 3 · The gap

Existing controls assume an actor the agent is not

The question it answersWhy do role-based access, SOC 2 and audit logs miss AI agents?

The guide shows where role-based access, SOC 2 CC6, audit logging and ISO/IEC 42001 each break when the actor is an agent.

Section 4 · The framework

Seven dimensions turn agent governance into checks a team can run

The question it answersWhat does secure AI agent implementation require?

Each dimension comes with what good looks like, how it fails and the question to put to any vendor or team.

  1. Visibility

    Can you show every agent running right now, the apps it can access and its last full session?

  2. Authentication and credentials

    If an agent's context is compromised, what credential does the attacker walk away with?

  3. Authorization and policy

    What evaluates a destructive action before it runs, and is the decision the same every time?

  4. Human oversight

    When does a person get interrupted, and what stops an injected prompt from faking an approval?

  5. Audit

    Can you export one complete agent session, with the human and the policy decision behind each action?

  6. Deployment and data residency

    Where is each agent request evaluated, and what does the governing layer keep afterward?

  7. Lifecycle

    Who created this agent, what access does it hold and how fast can all of it be revoked?

Section 5 · The architecture

Enforcement can sit in four places, and each is blind to something

The question it answersWhere should an agent control sit in the stack?

The guide compares a protocol gateway, SDK instrumentation, kernel monitoring and vendor integration, including the gateway approach Cakewalk builds.

Section 6 · The path

Start where the irreversible actions are

The question it answersWhere should a security team start with AI agent governance?

Visibility comes first, then the actions that cannot be undone, so a team does not have to fix everything at once.

Section 7 · In closing

The first ninety days do not require buying everything

The question it answersWhat can a security team do in its first ninety days?

Inventory the agents already running, gate destructive and external actions and remove standing secrets from agents that hold them.

Short on time? Read the free 14-minute summary of the guide, with three of the seven dimensions explained in full.

Read the summary →

Frequently Asked Questions

Who is the CISO guide to AI agent security for?
The guide is written for CISOs, security leaders and IT teams accountable for AI agents that act inside company systems. It covers what an agent can touch, under whose authority and how a team accounts for it afterward.
Is the CISO guide free?
Yes. The guide is a free download. Enter a work email and the download page opens right after the form.
Is the guide vendor-neutral?
The guide is vendor-neutral by design. It compares four enforcement architectures and states the blind spot of each, including the protocol gateway Cakewalk builds. It cites primary sources for every incident and standard.
Which frameworks and standards does the guide reference?
The guide maps agent risk against SOC 2 CC6, ISO/IEC 42001, the NIST AI Risk Management Framework, the OWASP Top 10 for LLM and agentic applications and OAuth 2.0 token exchange (RFC 8693).
What if I have questions after reading the guide or the summary?
We're happy to help. Securing AI agents is our bread and butter, and our team answers questions about AI agent security every day, so reach out anytime.Talk to our team →

Download the Free CISO Guide

The guide covers all seven dimensions and the question to ask for each.

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