When building production AI applications, API token costs can quickly scale across input prompts, cached context windows, and reasoning output tokens. Understanding how providers meter per-million token rates helps engineering teams forecast monthly spend accurately before deployment.
1. Comparing Input, Cached, and Output Token Rates
Modern foundation models split billing into distinct tiers:...