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Beyond Tokens-per-Second: How to Balance Speed, Cost, and Quality in LLM Inference

calendar_today January 12, 2026 person Chaoyu Yang domain bentoml

This guide explains how enterprise teams can move beyond simplistic LLM metrics like tokens-per-second to evaluate inference through multidimensional performance trade-offs. It argues that the two metrics vendors highlight on landing pages, tokens per second and cost per million tokens, fail to capture real production behavior.

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