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Measured a real agent workload: input tokens outnumber output 30:1, so your provider bill is prefill, not generation

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

I run inference infra and pulled a day of real agent traffic. The token ratio changed how I read provider pricing. 24 hours, 4100 requests: 201.8M input tokens vs 2.27M output. That's 89:1. Average request was 50,239 in, 564 out. Obvious in hindsight — agents re-send the whole conversation plus too…

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  1. 2026-09-09 22:49 · r/AI_Agents
    Measured a real agent workload: input tokens outnumber output 30:1, so your provider bill is prefill, not generation

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