AI Credits vs Tokens: Which Pricing Unit Should Your AI Product Use?
AI products need a way to answer two very different questions: How much AI did the customer actually use? And: How much of that us…
AI Cost Attribution: How to Know Which Customers and Features Drive Your LLM Spend
AI companies often know how much they spend on model providers every month. They may see a bill for $2,000, $20,000, or $200,000.…
Token Metering for AI Products: How to Track LLM Usage by Customer, Feature, and Model
AI products have a hidden measurement problem. A user clicks a button, asks a question, summarizes a document, generates a report,…
Usage-Based Billing for AI Products: How to Price AI Features Without Losing Margin
AI has changed how SaaS products are built. It has also changed how they should be priced. In traditional SaaS, pricing was often…
AI Usage Metering: Why AI Products Need Usage Tracking Before They Need Billing
AI products have a measurement problem. In traditional SaaS, you can often price around seats, features, storage, projects, or mon…