Declare Before It Becomes A Debate
Recognize when an AI failure should be declared and tracked as an incident.
AI incidents need a decision point, not a perfect label. Start With The Risk, Not The Root Cause NIST incident response guidance treats response as a risk-management activity. The practical meaning is simple: the incident record helps the organization reduce impact while facts are still incomplete. If the team waits for exact root cause, the system may keep harming users, evidence may disappear, and leaders may make separate promises from separate chat threads. AI Failures Blur Categories A traditional outage, privacy event, security issue, model-quality defect, and workflow failure can all start with the same symptom: the AI gave the…
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