Tools like Klaviyo use machine learning to predict individual customer lifetime value, churn risk, and purchase probability. Your win-back campaign targets the people actually at risk of leaving: not a static “90 days since last purchase” rule, but a genuinely likely-to-churn segment identified by purchase pattern, engagement behavior, and order history. Campaigns built on predictive segments consistently outperform rule-based segments on conversion rate.
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