Skip to content
Trace Margin

Next steps

What is the shortest defensible decision path?

Trace Margin research deskSection 11Page 2 of 11Last updated

Work through these gates in order, while involving technology and risk reviewers from the beginning.

Gate Question to answer Proceed when… Otherwise…
1. Establish the problem Which calls need a better outcome? Eligible demand and current outcomes can be measured. Fix reporting, routing or callback processes first.
2. Define the workflow What may the agent complete, and what must it refuse or escalate? Scope, permissions and fallback ownership are explicit. Narrow the task; do not automate unresolved operating policy.
3. Test the economics Is AI preferable to the realistic alternatives? A fully loaded model supports a bounded experiment. Retain or improve human handling.
4. Approve access and controls Can this workflow operate within approved legal, security and customer-service boundaries? Reviewers approve the actual configuration and data flows. Keep testing synthetic and disconnected from production.
5. Run the trial Does it complete work correctly on your calls? Transaction evidence, handoffs and economics meet agreed criteria. Repair and retest, extend an inconclusive trial, or stop.
6. Expand carefully Does performance persist under a wider workload? Monitoring, ownership, support and rollback are operational. Hold the existing scope or revert.

This gate-based approach is consistent with NIST’s emphasis on documented responsibilities, testing before deployment, measurement during operation and mechanisms to disengage systems that perform outside their intended use. It is not a NIST certification. (airc.nist.gov)