Answer "can your AI agent act on its own?" without vague autonomy claims.
Use this page when the buyer has narrowed in on mutating actions and wants the shortest honest answer about what the agent can do directly, what requires a human approval, what policy checks run before execution, and what is blocked outright.
Use this to package the current approval boundary and escalation path cleanly for procurement, security, privacy, or counsel review. Your team still decides the final wording, policy posture, and customer commitments.
What the reviewer is usually trying to decide
The real question is whether the AI agent can trigger a risky action without a human checkpoint, and whether the control model is tight enough to trust in production.
Which actions are read-only?
Call out the actions that only retrieve or summarize data so the reviewer can separate low-risk use from live operational change.
Which actions require a human approval?
Name the specific write, send, refund, delete, publish, or workflow-trigger actions that must stop for approval before they execute.
What checks run before the action?
Show the policy checks, threshold rules, or scope validation that run even before a human reviews the action.
What is blocked outright?
Name the actions the agent is never allowed to perform directly, even with a prompt or malformed input asking for them.
What happens on failure or ambiguity?
Explain whether the flow retries safely, pauses for manual review, or escalates to a named owner when the request or output looks risky.
How can the reviewer verify this?
Attach the internal review note, policy line, audit screenshot, or architecture proof instead of asserting that approvals exist somewhere else.
Copy-paste answer block
Keep the answer tied to one workflow and one approval model. Buyers trust a narrow control answer more than a generic "human in the loop" statement.
AI agent workflow reviewed: [Name the feature or internal process, what triggers it, and whether it is active, limited, or under review.]
Read-only actions: [List the actions that retrieve, classify, summarize, or recommend without mutating data or triggering an external workflow.]
Actions requiring approval: [List each create, update, send, refund, delete, publish, or workflow-trigger action that must stop for a human approval before execution.]
Pre-execution policy gates: [State the checks that run before approval or execution, such as scope validation, threshold rules, environment limits, tenant checks, or action allowlists.]
Blocked actions: [State which actions the agent is never allowed to perform directly.]
Escalation and failure handling: [State how ambiguous requests, failed checks, retries, exceptions, or rollback paths are handled.]
Execution identity: [Name the service account or delegated identity plus the permission scope used after approval.]
Proof links: [Link the internal review note, policy line, audit screenshot, architecture diagram, and owner for this workflow.]
Open review question: [Name the unresolved approval, policy, or scope decision if the workflow is not finalized.]
Common approval patterns
Use the pattern that matches the current workflow. Do not claim a stronger control model than the operating flow actually enforces.
| Situation | What your answer should show | What to attach |
|---|---|---|
| Read-only assistant | Say the agent can retrieve or summarize information but cannot trigger external change directly. | Tool list, role boundary, and policy or config proof showing writes are disabled. |
| Human approval before write | Say the agent can prepare or propose an action, but a named reviewer must approve before the action executes. | Approval workflow screenshot, policy note, and the exact action list that pauses for review. |
| Conditional automation | Say the agent can execute only within narrow thresholds, scopes, or allowlists, and name those limits in plain language. | Policy rules, threshold examples, tenant or environment scope note, and the escalation path. |
What to fill before you send it
These are the blanks that usually decide whether the answer feels concrete or evasive.
- Name the exact write actions instead of saying the agent has "limited autonomy."
- Separate approval-required actions from blocked actions so the reviewer can see the real control boundary.
- Show the policy checks that run before execution instead of relying on a generic human-in-the-loop claim.
- State which identity executes the action after approval so the permission model stays visible.
- Attach one concrete proof link for the approval workflow or policy line.
- Leave the unresolved approval or scope question visible if the workflow is still changing.
Need the broader control answer around this?
Use the evidence map when the approval-gate wording already exists but the buyer still wants proof assets, owner, review date, or approval evidence behind one claim. Use the AI agent review when the buyer also wants the tool list, service-account scope, and audit trail. Use the builder when one live response is due now and you want the answer, checklist, handoff, workspace export, answer-bank draft, and starter bundle in one pass. Use the answer bank when the same approval question keeps coming back across deals.
AI agent review
Use it when the buyer still needs the full tool surface, execution identity, audit trail, and containment story around the approval boundary.
Builder
Use it when the questionnaire row needs one copy-ready answer, proof prompts, and a reviewer handoff note in one pass.
Answer bank
Use it when the same autonomy and approval questions keep coming back and you want reusable wording with proof links and owner notes.