
Averages hide churn. Group users by start month or acquisition channel and watch how each cohort survives over time. If later cohorts retain better, you improved onboarding. If earlier cohorts expand revenue, your new packaging works. Cohorts show precisely where loops strengthen or slip, enabling surgical fixes instead of broad guesses.

Activation is the moment a new customer first experiences the core promise. Define it clearly, measure the percentage reaching it, and remove obstacles ruthlessly. When activation rises, retention loops gain more entrants, leading to larger compounding effects without extra acquisition costs. Protect this metric like your runway depends on it.

Track upgrades, add-ons, or usage-based increases to confirm ongoing relevance. Expansion without heavy discounts signals that customers are achieving outcomes repeatedly. Map which behaviors precede expansion, then design nudges that encourage those behaviors earlier. This turns satisfied users into higher-value partners, extending lifetime value while keeping acquisition spending pleasantly stable.
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