Apply a lightweight govern-map-measure-manage loop before scaling an AI workflow.
Scale pressure The pilot saves time, but the workflow touches claims routing. If a class of claims is misrouted, customers wait longer and the operations team may not see the pattern for weeks. Time saved is not enough evidence for scaling a consequential AI workflow. NIST AI RMF Govern, map, measure, manage before scale. Use the framework as a practical gate: who owns it, what context it affects, how it is tested, and how risk is controlled. Shortcut Scale because the pilot saved time. The rollout earns trust before volume rises. The more consequential the workflow, the more explicit the…
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