Consumption Curve Modeling
Predicting Credit Exhaustion and Proactive Intervention Design
Real-time consumption tracking and automatic alerts prevent surprise bills and revenue leakage.
Tomás Guerrero-Ibáñez
· 13 min read
Real-time consumption tracking and automatic alerts prevent surprise bills and revenue leakage.
How to adjust credit prices when costs shift without triggering churn.
Unfair rollover policies drive churn even when customers actually use the product.
Timing and psychology, not just billing mechanics, drive top-up conversions.
Aligning what features cost to run with what customers will pay for them.
Stable credit definitions matter more than discount depth in AI pricing.
How to set credit rates that protect margins without looking like pure cost passthrough.
Expiration design determines whether customers resume usage or abandon the product after a pause.