Three case studies are discussed, that include cluster analysis as a component.
1) Customer description for a credit card attrition model, to describe how to talk to customers.
2) Hotel price optimization. Use clusters to find subsets of similar behavior, and optimize prices within each cluster. Use a neural net as the objective function.
3) Retail supply chain, planning replenishment using 52 week demand curves using thousands of seasonal "profiles" or clusters.