Give every AI agent a distinct, owned identity; authorize only the actions and resources its task needs; enforce those limits where tools execute; and verify that access can be audited and revoked end to end. A prompt can guide an agent, but it cannot serve as the security boundary.
1. Map the agent’s effective access before changing permissions
Start with agents already deployed as well as those planned. For each one, record its purpose, environment, owner, intended user or business principal, approved data, integrations, and actions. Include plugins, APIs, data stores, credentials, guest access, cross-tenant paths, and downstream services—not just the permissions directly assigned to the agent.
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Trace the full action chain. An agent that can read a repository, call a second tool, and write to another system may have broader effective power than any one role suggests. Review the combined capabilities of roles, tools, and downstream systems for unintended combinations. Microsoft recommends documenting agents and reviewing aggregate effective permissions; AWS also cautions against broad permissions and risky combinations of tools. Microsoft’s agent least-privilege guidance · AWS Prescriptive Guidance
2. Establish a distinct identity and accountable owner
Assign each agent a distinguishable identity rather than borrowing a person’s account or sharing an overprivileged service account. Name an owner or sponsor responsible for its business purpose and an approver for its access. Document the environment and intended data and actions alongside the identity, so administrators can tell which access belongs to which agent.
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Define lifecycle handling before production: who can create the identity, how credentials are provisioned and rotated, how ownership changes are handled, and how suspension and decommissioning work. Identity mechanisms vary by platform. Microsoft’s guidance describes lifecycle-managed identities, including Microsoft Entra Agent ID; that is a Microsoft-specific example, not a universal requirement. Microsoft Security Blog, July 16, 2026
3. Turn each workflow into a permission contract
For each task, write down the identity, tool or API, allowed action, target resource, applicable conditions, access duration, and whether approval is required. Use the smallest useful action set and narrowest practical resource boundary. This makes “least privilege” testable: teams can compare an attempted call with an explicit rule instead of relying on a role name that may hide broad access.
| Example task | Tool or target | Allowed action | Boundary | Approval |
|---|---|---|---|---|
| Summarize approved documents | Document repository connector | Read | Approved repositories or collection only | Not stated for this illustrative read-only task |
| Delete a record | Specified business-system API | Delete, only when separately authorized | The exact record and authorized task | Fresh confirmation or independent approval |
The rows are design examples, not a platform configuration. Microsoft gives a similar pattern for summarization: read-only access scoped to approved repositories or sites rather than broad workspace access. OWASP recommends minimum necessary tools and per-tool action and resource scope. Microsoft agent guidance · OWASP AI Agent Security Cheat Sheet
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4. Enforce authorization at the tool boundary
Put a trusted check in the execution path for every tool invocation. Before a call proceeds, validate the agent identity, the requested action, the target resource, and whether the current task is authorized to perform it. Enforce the decision in the tool, gateway, broker, or service that can actually allow or deny the operation—not in model-generated text or a system prompt.
- Allow only reviewed tools and integrations; deny unreviewed plugins and cross-tenant routes by default.
- Separate tools or configurations by trust level, and set read, write, delete, and administrative scope independently where the platform permits.
- Make sensitive operations require explicit authorization at the point of use.
- For delegated work, retain attribution to the initiating user where applicable, without treating that user’s broader access as automatic permission for the agent.
These controls follow OWASP’s recommendations for per-tool scope and explicit authorization, alongside Microsoft’s recommendation to use tool and action allowlists. OWASP Cheat Sheet · Microsoft agent guidance
5. Keep credentials scoped and elevation temporary
Do not put secrets in prompts or other user-visible model context. Prefer scoped, short-lived credentials over broad, persistent credentials where the identity provider and downstream service support them. Remove permissions that are no longer needed, and avoid treating an agent’s base identity as a permanent grant of every capability it may occasionally use.
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For work that genuinely requires more access, use an approval or just-in-time elevation path, and let the elevated grant expire when the task ends. There is no universal token lifetime or credential-broker design established by the cited guidance; set those details against the chosen identity provider, service, and risk requirements. Microsoft’s identity guidance discusses scoped short-lived tokens and approval gates. Microsoft Identity, Access, and Least Privilege (last updated August 1, 2026)
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6. Put a fresh gate on consequential actions
Require fresh confirmation, an independent approval, or an equivalent control for actions that are destructive, externally visible, financial, administrative, or difficult to reverse. Examples include deleting data and changing privileges. Bind the approval to the specific action and target; a blanket approval for an entire workflow can outlast the context the approver reviewed.
Where elevation is needed, keep it time-bound and limited to the approved task. Microsoft identifies deletion and privilege changes as cases for step-up controls and describes approval-based or time-bound elevation. AWS guidance also emphasizes human approval for sensitive agent actions. Microsoft agent guidance · AWS Prescriptive Guidance
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7. Log enough to reconstruct an action
For each tool call, capture the agent identity, role or effective scope, action, resource, correlation ID, and initiating user when applicable. Record permission changes and monitor for suspicious or out-of-pattern actions. Keep logs useful for investigation without storing credentials or unnecessary private content; audit records can themselves contain sensitive information.
Microsoft’s suggested audit context includes agent identity, role, effective scope, action, resource, correlation ID, and the “on behalf of” user where applicable. Microsoft agent guidance
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Do not assume that disabling an agent immediately cuts off every route it can use. Test the complete shutdown path with downstream systems: disable the identity, rotate credentials, invalidate issued tokens, remove stale permissions, and verify that subsequent tool and service calls are rejected. Include these checks in deployment validation and incident-response procedures.
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Reassess effective access when the workflow, tools, data scope, or deployment environment changes. A new connector or cross-tenant path can alter the agent’s effective permissions even if its original role assignment stays the same. Microsoft’s guidance covers revocation and re-review; its security blog discusses lifecycle management, rotation, decommissioning, and shutdown. Microsoft agent guidance · Microsoft Security Blog, July 16, 2026
How to evaluate an implementation
Assess the complete authorization path, not just whether a platform offers an agent identity feature. Use these questions when choosing controls or reviewing a design:
- Can each agent have a unique identity, with delegated-user attribution where needed?
- Can permissions be restricted by both action and resource?
- Can credentials be scoped, short-lived, and revoked across downstream services?
- Are tool calls checked at runtime against current authorization?
- Can sensitive actions use approval or just-in-time elevation?
- Do audit events include enough context and correlation to reconstruct actions?
- Does revocation propagate to connected services, including cross-tenant paths and multi-agent calls?
The cited guidance supports these as control-design criteria, but does not establish a universal vendor ranking or a single product that provides every control. Validate behavior in the specific identity provider, agent framework, tools, and downstream services you deploy.
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