Consumption Curve Modeling
Seasonality and Spiky Demand in Credit-Based AI Products
Credit pricing absorbs AI's unpredictable usage spikes by decoupling payment from consumption.
Priya Subramaniam
· 11 min read
Credit Product Review — Page 2
Multi-Modal Credit Pricing for AI Products With Text, Image, and Audio Features
Pricing multi-modal AI products fairly requires credits weighted to actual compute costs.
Priya Subramaniam
Designing Credit Pricing for Fine-Tuned and Custom AI Models
Fine-tuned models need a new pricing architecture beyond tokens.
Mireille Okonkwo
Cohort Analysis for Credit Consumption in Activation Funnels
Credit-based products need activation redefined as actual consumption, not just login behavior.
Dashiell Crane
Token Variability and Credit Rate Design for LLM-Powered Features
Flat credit rates misprice requests across different model types and feature costs.
Mireille Okonkwo
Model Cost Pass-Through Strategies in AI Credit Pricing
Why passing infrastructure costs directly to customers destroys both margin and trust.
Dashiell Crane
Late-Arriving Usage Events and Credit Reconciliation in AI Billing
How to design event schemas that survive late arrivals and billing errors.
Mireille Okonkwo
Power User Consumption Segmentation for Credit Pricing Strategy
How power users destroy flat-rate AI pricing and why segmentation is the only fix.
Tomás Guerrero-Ibáñez