Usage-Based Billing for AI SaaS: Models, Metering and Payments

AI SaaS products often cannot rely on simple per-user pricing. One customer may generate ten images a month, while another generates thousands. An AI API customer may consume very different amounts of input tokens, output tokens and compute time, even when both accounts use the same feature.