How do you evaluate clustering quality in production systems beyond silhouette score?

Production clustering evaluation includes business metrics, stability metrics, and downstream impact analysis.

Silhouette score alone is insufficient in real systems. Production evaluation includes cluster stability over time, interpretability, and business KPIs like conversion rate or retention. Drift detection is also used to monitor cluster changes across time windows.