Use the AI RMF as a Lifecycle, Not a Document
Explain how NIST AI RMF Govern, Map, Measure, and Manage translate into a practical AI compliance loop.
The AI RMF is a loop, not a binder. Govern, Map, Measure, and Manage describe the work that keeps an AI system accountable as it changes. Govern sets the operating rules Govern is where ownership, policies, escalation, training, and accountability live. It answers who can approve, who must review, and what evidence is required. Map makes the risk concrete Map forces context: purpose, intended users, affected people, data, legal constraints, foreseeable misuse, and system dependencies. It prevents abstract risk scoring from floating above reality. Measure and Manage close the loop Measure turns concerns into tests, monitoring, and evidence. Manage turns…
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