Know who is accountable
Assign human owners, reviewers, purpose, risk tier, lifecycle state, and escalation paths.
AI Worker Governance
Give every AI Worker an owner, a boundary, and an evidence trail.
Govern AI systems that use tools, affect workflows, change records, communicate externally, or exercise delegated authority.
AI Worker Governance connects accountable human ownership and approved scope to action-time controls. It defines what an AI Worker may do, when Human Review is required, how a specific action is authorized, and what evidence must be retained.
Why it matters
When AI can act, governance must reach the action.
Bound what the Worker can do
Define approved data, tools, destinations, permissions, and prohibited actions.
Decide at action time
Allow, deny, pause, or escalate each consequential action using current policy, evidence, and review state.
Control chain
Connect standing governance to each proposed action.
Agent Registry→Passport→Toll Gate→Human Review when required→Entry Clearance→Clearance Desk→Clearance Stamp and Evidence Trail
A Passport documents standing identity, ownership, scope, and lifecycle posture. It does not authorize every action. Entry Clearance represents short-lived authority for one specific action after applicable policy, evidence, review, and tool boundaries are satisfied.
Reference architecture
AI Worker Governance Control Model
The model connects accountable identity and bounded authority to action-time control, evidence, monitoring, response, recovery, renewal, and retirement.
Operating model
Govern the full lifecycle without assuming standing approval.
Register
Record the owner, purpose, risk, scope, data, tools, prohibited actions, and expected evidence.
Review and authorize
Apply Toll Gates and Human Review, then issue short-lived authority only when conditions are satisfied.
Monitor and respond
Observe authority use and evidence freshness; pause, contain, remediate, or roll back when needed.
Renew or retire
Reassess scope, narrow or revoke authority, and retain the lifecycle record.
Fail closed
No owner, scope, evidence, or approval means no action.
If required authority or evidence is missing, the control plane pauses, blocks, requests evidence, or escalates. An active Passport establishes standing governance posture; it does not authorize every action.
| Decision | Control | Result |
|---|---|---|
| Who owns it and what may it do? | Agent Registry and Passport | Accountable roles, scope, and prohibited actions |
| Why may this action proceed now? | Toll Gate, Human Review, Entry Clearance | Time-bound, action-specific authority |
| How is execution controlled and reconstructed? | Clearance Desk, Clearance Stamp, and Evidence Trail | Mediated execution and an activity trail |
Direct answers
Common questions about AI Worker Governance
What is AI Worker Governance?
AI Worker Governance is the operating discipline for assigning accountable human ownership, bounding authority, controlling action, and retaining lifecycle evidence for AI Workers.
How does Scaled Agents govern a specific AI Worker action?
A Passport records standing identity and scope. Toll Gates and Human Review evaluate the proposed action. Entry Clearance provides short-lived action-specific authority, the Clearance Desk mediates the authorized action, and a Clearance Stamp preserves the evidence.
Does an active Passport authorize every AI Worker action?
No. An active Passport establishes standing governance posture. Each consequential action must still satisfy current policy, evidence, review, and action-specific authority requirements.
Scaled Agents
A customer-managed control plane for governed AI Workers.
Scaled Agents connects ownership, approved scope, Human Review, action-specific authority, mediated execution, and evidence across the AI Worker lifecycle. Customers control their instance, data, integrations, governance decisions, production-readiness decisions, and operational accountability.
It supports governance and evidence workflows; it does not certify compliance, provide legal or audit conclusions, approve customer production use, or replace accountable customer reviewers.
Publication record
Provenance and suggested citation
Publisher
Scaled Agents
Scaled Agents
Published
July 29, 2026
July 29, 2026
Last reviewed
August 26, 2026
August 26, 2026
Version
2.1
2.1
Responsible role
Product Governance
Product Governance
Review roles
Security and Public Claims Review
Security and Public Claims Review
Methodology and limitations
This vendor-neutral definition synthesizes the Scaled Agents product source of truth, runtime-governance records, public claim boundaries, and established enterprise identity, risk, security, and lifecycle-management concepts. It is informational and does not establish legal, compliance, audit, security, or production conclusions for any customer environment.
This vendor-neutral definition synthesizes the Scaled Agents product source of truth, runtime-governance records, public claim boundaries, and established enterprise identity, risk, security, and lifecycle-management concepts. It is informational and does not establish legal, compliance, audit, security, or production conclusions for any customer environment.
Suggested citation
Scaled Agents. “AI Worker Governance: Definition, Controls & Lifecycle.” Version 2.1, August 26, 2026. https://www.scaledagents.com/ai-worker-governance
Scaled Agents. “AI Worker Governance: Definition, Controls & Lifecycle.” Version 2.1, August 26, 2026. https://www.scaledagents.com/ai-worker-governance