A top-10 global bank and financial services provider faced challenges in enhancing customer engagement, boosting revenues, and curbing customer churn. Conventional customer segmentation products failed to generate a significant increase in engagement or transactions, as they were unable to comprehend the underlying motivation of the cardholders. The bank wanted to align its customers' spending patterns with appropriate merchant offers, leading to a significant rise in spending and, ultimately, fostering greater customer engagement with the bank.