AI LabsbyThe Ops ToolboxOps Toolbox
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Policy-as-Code Gates Before Tool Calls

Rules block or route risky actions before an assistant can change live systems.

GovernanceAssistantsEnterprise
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You're reviewing a proposed refund — see whether rules block it, allow it, or send it to a supervisor first.

Approval rules

See whether a proposed action is blocked, allowed, or needs sign-off.

Billing operationsRefund request review
Live
Scenario: Standard enterprise refund
Salesforce · Refund proposalWithin policy
Customer
Contoso Retail · Growth
Case
CS-44801
Amount
USD 120.00
Tier
Enterprise
Gate
Auto-approve expected

Requested action

Customer tier

Refund amount (USD)

Reason for request

Case studyArchitecture, governance, and how to adapt this pattern in a pilot

Business use case

Your agent demo looks great until someone asks: “What stops it from issuing refunds or granting access?” The answer can’t be “the prompt says please don’t.”

Solution

Evaluate proposed actions against deterministic rules before execution. Route allowed actions, queue approvals, and block forbidden classes.

Outcomes

  • Safer pilots: no autonomous writes by accident
  • Clear audit story: rule hit → decision → execution path
  • Easier legal review: controls are explicit code, not folklore
Delivery playbookDiscovery → pilot → scale
  1. 1
    Discovery2–4 wks

    List tool actions that must never auto-execute; map approver roles and audit fields.

  2. 2
    Pilot6–8 wks

    Run read-only tools first; route every write through deterministic gate and approval queue.

  3. 3
    Scaleongoing

    Persist decisions; integrate with ServiceNow/Jira approvals and role-based controls in IAM.

Where else this appliesThis is the control plane for agentic work: deterministic gates that decide whether a model proposal can proceed, must be approved, or is blocked.

Refund and credit policies

Prevent autonomous refunds; enforce tier/amount thresholds with approval routing.

Identity and access

Block any automated access grants; require ticket linkage and approver roles.

Outbound comms

Draft emails freely; require approval before sending to customers.

Data exports

Gate bulk exports behind role checks and audit logging.

Keep the gate in code (or a policy engine) and treat model outputs as proposals. The same gate can sit in front of CRM, ITSM, or email tools on any cloud.