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Evaluating LLM Inference Platforms: Request-Based Pricing and Token-Based APIs

This story is from 2026-09-27. It is preserved in the archive; the latest stories are on the live feed.

Token-based pricing dominates the LLM API market, but it introduces a fundamental mismatch for modern workloads. As prompts grow longer and agentic workflows multiply reasoning steps, costs scale linearly with every additional token. For teams shipping retrieval-augmented generation, code review ag…

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  1. 2026-09-27 05:34 · DEV Community — AI
    Evaluating LLM Inference Platforms: Request-Based Pricing and Token-Based APIs

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