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Continuous Monitoring

done

Hallucinations, confidence, policy violations, provider changes, and drift alerts.

PII sent unmasked to external modelcritical

Block deployment until PII masking is implemented

Factual error in product responsehigh

Enable mandatory citation and retrain on product catalog

Low confidence on vendor match · confidence_low · 6/28/2026, 8:00:00 AM

OpenAI API version updated · provider_change · 6/26/2026, 1:00:00 PM

PII sent unmasked to external model · policy_violation · 6/27/2026, 5:45:00 PM

Forecast accuracy dropped 12% · drift · 6/28/2026, 12:00:00 AM

Factual error in product response · hallucination · 6/28/2026, 10:30:00 AM

Module: governance · AI Pass Platform