- A churn score can identify who may leave without telling you whether a discount will help. In our synthetic retention demo, we estimate retention with and without intervention, then account for discount cost before choosing whom to contact.
- At the same 2,239-contact budget, uplift targeting yields $187,956 in synthetic annual incremental value versus $144,162 for churn targeting, relative to leaving the cohort alone. This is a fixture comparison, not realized revenue or the full routing policy.
- A synthetic subscriber with estimated harm from contact gets no save-agent draft. Inspect the evidence for withholding offers as carefully as making them. https://veriprajna.com/demos/ethical-subscription-retention-ai #SubscriptionRetention #CausalInference #ProductManagement
Published on X · October 1, 2026
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