Plot monthly retention for groups that started at the same time, and look for the flattening line that signals product-market fit. Investigate dips after support tickets or releases. Annotate external campaigns, holidays, or outages, turning curves into narratives that guide confident prioritization and resource allocation decisions.
Differentiate accounts that stop using the product, those who cancel, and the dollars lost net of expansions. This clarity shapes better bets. If usage declines precede cancellations, target reactivation triggers first. If downgrades dominate, improve packaging clarity, pricing fairness, and upgrade-once momentum instead of superficial coupon-based tactics.
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