AI-BENCHMARKING5 MIN READ
Sort Metrics Into a Balanced Scorecard
Use Balanced Scorecard perspectives to avoid over-weighting one AI benchmark metric family.
Sort each metric into the perspective it informs most directly. Outcome quality User or customer experience Internal process Learning or risk gap Recall on high-risk compliance cases Pilot reviewer trust rating after using AI suggestions p95 response latency in production-like queue Manual review minutes added by false positives Unlabeled cases in the newest customer segment Precision on model-flagged policy violations
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