Churn Prevention Engine
5 sophistication levels — from SQL rules to actionable causality.
Most companies react to churn with generic discounts post-loss. This upgrade shows 5 sophistication levels — SQL rules, predictive model, uplift modeling, multi-channel agent swarm, incremental causality — calibrated to your industry.
Churn Prevention Engine — 5 levels.
From generic SQL rules to incremental causality. Each level trades off precision vs. implementation time.
Uplift modeling + AI agent
Only intervenes on users where the offer changes the outcome (uplift > 0). Agent decides per-user action.
Precision
Implementation time
10-12 weeks
Revenue saved (illustrative)
~22% of churn
Industry calibration
What the product shows
Sophistication evolution: v1 SQL → v5 causal
Trade-offs between precision and implementation time
Calibration for 5 industries (fintech, subscription, eCommerce, SaaS B2B, EdTech)
Connection with 3 growth levers (retention, expansion, reactivation)
Want this running in your operation?
Let's talk about adapting it to your stack, your team and the KPI you need to move.