Using churn prediction, a leading subscription box brand achieved a 5% lift in revenue per customer, a 3% reduction in churn, and 5x monthly ROI — by replacing manual rules with machine learning. This is a complete guide to how consumer brands predict and prevent churn using AI and consumer data.











