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How fast is 10 tokens per second really?

10 tokens per second sounds fast. Here's what it actually means for your AI infrastructure decisions.

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The KeyNews take

Why it matters

A technical deep-dive on token throughput metrics that challenges how companies should evaluate AI model performance and cost efficiency—critical context for infrastructure planning decisions.

The key facts

8 to know
  1. Focus on tokens-per-second as a performance metric

  2. Published by Simon Willison (Datasette creator, influential AI technologist)

  3. Addresses infrastructure evaluation methodology

  4. May 2026 publication date (recent analysis)

  5. Focus on demystifying tokens-per-second as a performance metric

  6. Analysis of perceived vs. actual speed in practical deployments

  7. Relevant to infrastructure decision-making and model selection

  8. Published by Simon Willison (trusted AI technical analyst)

Go to the source

Simon Willisonsimonwillison.net

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