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Artificial Analysis finds tool use raises scores and costs unevenly across AI models

2 articles1 sourcesince Nov 11Last article

Overview

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Artificial Analysis reports that tool use helps models with the lowest scores without tools the most.

The ten models scoring below 31% without tools average about 42 tool calls per task, versus about 23 for the seven above average. MiMo-V2.6-Pro rises from 5% to 43% with about 49 tool calls per task, and Gemini 3.8 Flash (high) rises from 16% to 41% with about 68.

The same analysis finds tools raise cost per task for every model, by very different amounts. Fable costs $4.20 per task with tools versus $0.73 without, a 5.8× difference, while Qwen3.8 Max (0902, xhigh) shows the largest multiple at 28×. Artificial Analysis reports Haiku with tools scores 49% at $0.07 per task, versus Opus without tools at 34% and $0.33.

Written by AI from the articles below · updated Nov 11, 7:03 PM ET

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Developments

2 developments

  1. Nov 11, 6:46 PM ET · 1 article
    Artificial Analysis compares model task costs with and without tools
    Artificial Analysis: Artificial Analysis finds tools raise task costs unevenly across AI models
  2. Nov 11, 6:46 PM ET · 1 article
    Artificial Analysis reports how tool use affects model scores
    Artificial Analysis: Models that score lowest without tools gain the most from them

Article timeline

The articles in this story. Times are ET.

Nov 11
  1. Artificial AnalysisOfficial
    Artificial Analysis finds tools raise task costs unevenly across AI models

    AIArtificial Analysis reports that tools raise the cost per task for every model, but by very different amounts. Fable costs $4.20 per task with tools versus $0.73 without, a 5.8× difference, while Qwen3.8 Max (0902, xhigh) shows the largest multiple at 28×. Haiku with tools scores 49% at $0.07 per task, versus Opus without tools at 34% and $0.33.

    Image from @ArtificialAnlys's post
  2. Artificial AnalysisOfficial
    Models that score lowest without tools gain the most from them

    AIArtificial Analysis finds the largest gains from tool use go to models that score lowest without tools. The ten models below 31% without tools average about 42 tool calls per task, versus about 23 for the seven above average. MiMo-V2.6-Pro rises from 5% to 43% with about 49 tool calls per task, while Gemini 3.8 Flash (high) rises from 16% to 41% with about 68.

    Image from @ArtificialAnlys's post

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