Mlops

How to Pick AI Metrics That Actually Work in Production: The Three-Layer Scorecard

Production AI metrics demand a balanced scorecard across business impact, system performance, and model quality, as offline benchmarks fail to capture real-world usefulness. This three-layer framework helps diagnose issues and ensure sustained AI value.