Access governance for autonomous agents

Agent API Governance Starts Where API Keys Fail

AI agents need more than static API keys. They need scoped capabilities, delegation limits, expiry, revocation, and policy checks before every API request — with a receipt proving each decision.

The API key model was built for apps, not autonomous workers

Traditional API keys assume the caller is an application, service, or human-operated integration. Once issued, the key often carries broad authority until someone rotates it, revokes it, or discovers it leaked.

AI agents change the risk model. They can receive goals, create sub-tasks, delegate work, retry operations, and use tools without a human approving each request. A single broad key becomes too much authority in too little context.

Agent API governance means every call is constrained by identity, capability, policy, budget, route, and time. The request itself carries or references the rules that make it safe.

A governed agent credential should answer

  • Which agent, task, tenant, or workflow is using it?
  • Which routes and tools are allowed?
  • What spend budget remains?
  • Can authority be delegated, and how far?
  • When does it expire or become invalid?
  • What audit receipt proves the decision and feeds the Evidence Pack?

Agent API governance principles

Governance is not a login screen. It is a request-path policy system that checks authority before execution and turns every decision into evidence.

Identity is not enough

Knowing which agent called is useful. Governing what that agent can do, spend, delegate, and access is the actual control point.

Capabilities beat static keys

Replace broad API keys with scoped, expiring, attenuated capabilities that carry policy with the request.

Revocation must be immediate

A misbehaving agent needs a kill switch that works on the next request, not after a deploy or manual key rotation.

Delegation must shrink authority

Sub-agents should inherit less power than their parent: smaller budgets, narrower routes, shorter expiry, tighter tools.

Expiry is a safety primitive

Agent credentials should expire with the task, session, customer, or workflow they were created for.

Audit should explain decisions

A governance trail must show identity, capability, policy, budget, route, decision, outcome, and Evidence Pack receipt for every important call.

Agent API governance requirements

Agent-scoped identity

Every request should identify the tenant, agent, task, workflow, parent agent, delegated sub-agent, token, route, and tool behind the call.

Budget-aware authority

Access policy should include spend limits, per-request ceilings, daily caps, tool limits, and remaining budget checks before forwarding traffic.

Revocation before the next request

When an agent loops, leaks a token, or finishes a task, access should be narrowed, expired, or revoked immediately without rotating global keys.

Delegation with attenuation

Sub-agents should never inherit full parent authority. Each delegation should shrink scope, budget, lifetime, and allowed tools.

Static API key vs agent capability

Dimension
Static API key
Agent capability
Authority
Usually broad and long-lived
Scoped to route, task, tenant, or tool
Budget
External or manual
Embedded or enforced inline
Delegation
Copied or shared
Attenuated: sub-agents get less authority
Revocation
Rotate key or change config
Revoke/expire capability before next request
Audit
Often aggregate usage only
Evidence Pack receipt per agent/tool/request

Observe, Control, Charge agent API use

Observe

Attribute calls by agent, worker, route, tenant, and workflow so real access and spend patterns are visible before policy tightens.

Control

Issue scoped capabilities, enforce budgets and route policy, attenuate delegation, and revoke authority before the next request.

Prove

Record policy decisions, spend, outcomes, revocation events, and Evidence Pack receipts for each governed API action.

Example capability policy

parent_agent: finance-automation
worker_agent: invoice-reconciler
scope:
  routes: [/invoices/read, /vendors/match, /payments/schedule]
  denied_routes: [/payments/release]
authority:
  tenant: acme-finance
  workflow: monthly-close
budget:
  workflow: 25.00 USD
  per_request: 0.50 USD
delegation:
  allowed: true
  max_depth: 1
  child_budget_max: 5.00 USD
expiry: 2026-12-31T00:00:00Z
revocation: before_next_request
evidence:
  receipt: required
  include: [parent_agent, worker_agent, route, policy, decision, outcome]

FAQ

Agent API governance questions

What is agent API governance?

Agent API governance is the request-path policy layer for AI agent identity, delegated authority, budgets, revocation, routing, and Evidence Pack receipts.

Why are static API keys risky for AI agents?

Static API keys are often broad, long-lived, and easy to copy. Autonomous agents need scoped, expiring, revocable capabilities that limit access and spend per task or workflow.

How should sub-agent delegation be controlled?

Delegated sub-agents should receive less authority than their parent: smaller budgets, narrower tools, shorter expiry, route limits, and separate audit records.

What should replace static API keys for AI agents?

AI agents should use scoped, expiring, revocable capability tokens or credentials that bind authority to an agent, tenant, task, route, tool, budget, expiry, and audit policy.

How does agent API governance reduce blast radius?

Agent API governance reduces blast radius by narrowing each credential to the minimum routes, tools, budget, delegation depth, and lifetime needed for the task, with revocation before the next request.

Related governance guides

SatGate makes agent API access governable

Put SatGate in the request path to move from unlimited API keys to scoped, revocable agent capabilities. Check authority before execution and produce Evidence Pack receipts for the Evidence Pack.