Identify the minimum telemetry needed to know whether an AI guardrail is working.
Protection without detection becomes guesswork. The CSF lens NIST CSF 2.0 reminds teams that risk work is more than prevention. Govern, Identify, Protect, Detect, Respond, and Recover form a loop. AI guardrails need that same loop: policy, inventory, control, monitoring, investigation, and repair. What telemetry must answer When an AI incident happens, the team needs to know whether the control ran, what it decided, and what happened next. Useful telemetry includes risk category, policy version, detector result, output decision, override, reviewer, tool call, and user feedback. Privacy-aware logging Telemetry does not mean storing every prompt forever. Often the right move…
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