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ISACA Advanced in AI Security Management (AAISM) · Isaca
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KRI is forward looking and KPI is backward looking.
This is the most critical Key Risk Indicator (KRI) because it directly measures the degradation of model performance over time due to changes in real-world data or relationships. Model drift signals that the AI system may be producing increasingly unreliable or biased outputs, which can lead to operational failures, financial losses, or harm. Monitoring drift enables proactive interventions (e.g., retraining) to mitigate these risks before they materialize.