How do you evaluate business usefulness of K-Means clusters?

You evaluate clusters based on interpretability, actionability, and stability—not just mathematical metrics.

Even high silhouette scores are useless if clusters cannot be interpreted or acted upon. Business validation includes checking whether clusters correspond to meaningful segments (e.g., spending tiers) and whether they remain stable over time.