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AI agents use 5x more tokens than humans, per OpenRouter data

AI agents consumed 7.3 trillion tokens in August, five times more than humans’ 1.4 trillion, according to data from OpenRouter, a model routing platform. The figures, cited by Futurum Group CEO Daniel Newman and Andreessen Horowitz (a16z), show agents rely heavily on cached prompts—85% of their token usage comes from repeating existing data rather than generating new responses. OpenRouter’s…

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Key points

  • AI agents used **7.3T tokens** in August, five times more than humans’ **1.4T**, per OpenRouter data
  • **85% of agent tokens** come from cached prompts, not new generation, per Andreessen Horowitz
  • Memory demand for cached tokens strains GPU HBM, with Micron warning of shortages in 2027–2028

The story so far

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  1. AI agents use 5x more tokens than humans, per OpenRouter datathis story
Full story from Tom's Hardware · by Shane DowningOpen source ↗

AI agents use 5x more tokens than humans as cached prompts explode, headed for 10x

Tom's Hardware · 3 October 2026

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This text was published by Tom's Hardware and written by Shane Downing. It is reproduced here with attribution so you can read it in full; the rights remain with the publisher. Read it at the source ↗

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The headline, key points and digest above were generated by Digest AI's editorial model from the linked sources. Automated summaries can contain errors: the sources are the record. Spotted a mistake? Tell us. Published by Martin K., who runs Digest AI and handles corrections.

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