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Pillar guide

AI agent identity.

A vendor-neutral, engineering-grade guide to securing AI agents: what AI agent identity is, why it is the fastest-moving cluster in IAM, and the controls that matter — MCP security, OAuth 2.1, zero standing privileges, ReBAC, and non-human identity governance.

Explore the guideState of AI Agent Identity (live data)

Why this cluster, now

Agents act. Identity is how you stay accountable.

The IAM platforms are racing to bolt agent features onto their products. We take the opposite, vendor-neutral view: an AI agent is an identity problem first. Get the credential, the scope, the delegation, and the audit trail right — across PAM, CIAM, and authorization — and the tool you pick becomes an implementation detail.

68%

of organizations lack AI agent identity controls

80:1

machine-to-human identity ratio

45%

apply privileged controls to AI agents

Source: CyberArk 2025 Identity Security Landscape, compiled in our State of AI Agent Identity report.

At a glance

The agent identity controls, and what each does.

ControlWhat it does for agentsWhere in this guide
Distinct identityEach agent gets its own credential — never a shared API key or a human session.AI agents vs agentic AI · Non-human identity
AuthenticationProve the agent’s identity with scoped, short-lived tokens (OAuth 2.1, token exchange).OAuth 2.1 for AI agents
AuthorizationDecide every tool call — per resource and action, not just at connection time.RBAC vs ReBAC · Fine-grained authorization
Access lifetimeJust-in-time, no standing access; a leaked credential is useless when idle.Zero standing privileges
DelegationDownscope at each hop and carry the accountable human’s intent down the chain.Agentic identity governance
AuditReconstruct who (human), via which agents, did what, and why.Agentic identity governance
RegulationMap controls to oversight, logging/traceability, and accountability duties.The EU AI Act & identity
The guide

The core topics in agent identity.

01AI agents vs agentic AIOne tool-using identity vs the multi-agent system around it — and why the distinction changes how you authenticate, authorize, and audit.02MCP securityThe Model Context Protocol hands agents the keys to your tools. Authenticate the agent, authorize every tool call, vault credentials, audit.03OAuth 2.1 for AI agentsScoped, short-lived tokens and token exchange instead of API keys — and where OAuth stops and per-action authorization begins.04Zero standing privilegesNo usable access between tasks. The control that turns an always-on agent credential into a non-event when it leaks.05RBAC vs ReBACRoles vs relationships — the authorization models, and why delegated, resource-level agent access pushes teams toward ReBAC.06Non-human identityAgents are non-human identities. The category — service accounts, workloads, agents — and how to govern their credentials at scale.07Agentic identity governanceIGA for autonomous agents — issuance, scoping, delegation, monitoring, and an audit trail that reconstructs which human, via which agents, did what.08The EU AI Act & identityThe Act’s oversight, logging, and accountability obligations map straight onto agent identity controls. What it requires and how to comply.09Fine-grained authorization (FGA)The umbrella above RBAC/ReBAC/ABAC — per-resource, per-action access. How it works and why delegated agent access needs it.
From the practice

Standing up agent identity in a regulated program?

We design non-human and agent identity controls — vaulted credentials, zero standing privileges, per-tool-call authorization, and audit-as-code — as part of IAM and custom-software engagements, vendor-neutral and audit-ready.

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FAQ

AI agent identity, answered.

What is AI agent identity?
AI agent identity is the practice of giving autonomous AI agents their own non-human identities — distinct credentials, scoped permissions, and audit trails — so you can control and account for what they do. Because an agent decides its own actions at runtime, it needs identity controls closer to a privileged machine identity than to a scripted bot.
Why is AI agent identity suddenly important?
Agents now take real actions (calling tools, APIs, and databases through protocols like MCP) on people’s behalf, often unattended. A single over-scoped or standing credential becomes an always-on, autonomous attack surface — and agentic systems multiply that across delegation chains. The category is forming now, which is why standards bodies (OAuth 2.1), regulators, and vendors are all moving on it.
What controls does an AI agent need?
At minimum: its own identity (not a shared API key or a human session), least-privilege scopes, short-lived credentials, and logging. For autonomous or multi-agent systems, add zero standing privileges (no access between tasks), per-tool-call authorization (RBAC/ReBAC/ABAC), OAuth 2.1 with token exchange for delegation, and an audit trail that reconstructs which human, via which agents, did what.
Is AI agent identity the same as machine or non-human identity?
AI agents are a type of non-human identity (NHI), alongside service accounts and workloads. What sets agents apart is autonomy — their next action comes from a model, not a fixed script — so authorization has to happen at the tool-call layer and access should be granted just-in-time rather than held standing.

Related: Complete guide to IAM · All explainers

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