Run the Risk Gate Before the Pilot
Identify when an AI use case needs a risk review before a pilot begins.
The pressure Recruiting has 1,800 applicants and asks for automated candidate ranking. Pain is real, but ranking affects employment opportunity. Risk gate Map, measure, manage before you pilot NIST AI RMF encourages teams to make risk explicit across AI design, development, use, and evaluation. In discovery, that starts with routing consequential use cases to the right review. Shortcut Pilot first, ask governance later. A safer discovery design. Consequential AI use cases need controls inside the pilot, not after it. 01 Consequence 02 Output role 03 Pilot design Gate 1 The model would rank applicants for recruiter attention.
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