TECH NEWS
Designing Data-Driven Intelligent Systems for Customer Lifecycle Optimization
Customer lifecycle optimization has moved well beyond campaign scheduling or static segmentation. In modern digital products, acquisition, activation, engagement, retention, and expansion are influenced by a continuous stream of low-latency decisions made across marketing, commerce, support, and product surfaces. Customer lifetime value research has long treated acquisition, retention, and cross-selling