Token-Based LLM API with Request-Based Pricing: A Comprehensive Guide
This story is from 2026-09-14. It is preserved in the archive; the latest stories are on the live feed.
Most LLM APIs bill by the token. You count input tokens, output tokens, and sometimes cache tokens, then multiply by rate cards that vary by model and context window. For simple chat, this is manageable. For long-context retrieval, agent loops, or multi-modal pipelines, token math becomes a tax on…
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- 2026-09-14 17:35 · DEV Community — AI
Token-Based LLM API with Request-Based Pricing: A Comprehensive Guide