Walk an AI launch through risk gates
Create a risk-gated launch path for an AI product using mapped harms, measures, mitigations, and owners.
The incident An AI assistant invents a policy exception during beta, and the team needs to decide whether to pause, narrow, or launch. Without gates, every failure becomes either denial or shutdown. NIST AI RMF Map -> Measure -> Manage Risk gates let the product move forward only when the team has evidence and controls for the current scope. Shortcut Declare the beta successful because users liked it Launch scope follows evidence instead of optimism. The gate should match the consequence of failure in the specific use context. 01 Map 02 Measure 03 Manage Step 1 The assistant answers policy…
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