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Open models take the top spend share on shell execution and tool dispatch

Source
x.com
Date
OpenRouter@OpenRouter
Thread · 2 parts

Open models have topped 2 new task leaderboards by real spend share: • Shell execution: DeepSeek V4 Pro • Tool dispatch: Kimi K3

Track them all here: https://t.co/S7RXjvQHgQ

Context

OpenRouter reported that DeepSeek V4 Pro led spending for shell execution and Kimi K3 led spending for tool dispatch in its August 6 snapshot. These categories concern running commands and invoking tools. The attached chart shows DeepSeek V4 Pro at 18.0% of shell-execution spend, just ahead of GPT-5.4 at 16.1%, so the lead is narrow and far from a majority. The result shows where customers allocated money for those workloads on this platform. It does not measure how often the models completed tasks successfully, so a spending lead should not be read as an accuracy ranking.

Terms in this piece · Glossary
  • benchmark — A standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.
  • open weights — A model whose trained parameters are published for anyone to download and run — unlike API-only models you can access but never possess.
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