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Is gemini-3.1-pro-preview-max good at Knowledge & Docs?

gemini-3.1-pro-preview-max ranks #18 of 94 for Knowledge & Docs — strong. The top pick for this task is gpt-5.4-max.

#18 / 94
Rank for this task
87.0
Score
$0.0285
Cost / run

gemini-3.1-pro-preview-max on each Knowledge & Docs sub-task

Grounded Docs (No Fabrication) 100.0/100 #15
Help-Center Article 100.0/100 #17
Right Doc Type 99.5/100 #9
Procedure / Runbook 48.5/100 #31
← Full gemini-3.1-pro-preview-max review All Knowledge & Docs rankings → Top pick: gpt-5.4-max →

Frequently asked

Is gemini-3.1-pro-preview-max good at Knowledge & Docs?

gemini-3.1-pro-preview-max ranks #18 of 94 models we tested for Knowledge & Docs, scoring strong.

What is gemini-3.1-pro-preview-max's strongest Knowledge & Docs skill?

Its best sub-task here is Grounded Docs (No Fabrication).

This page is Spring Prompt, running

We just did this for every model. Do it for your prompt.

The rankings above come from running real tasks through real models and scoring every output. Spring Prompt is that same engine — pointed at your prompt, your test cases, and your definition of good.

  • Generate test cases from your prompt — no eval set required to start.
  • Compare models side by side with quality, cost and latency in one matrix.
  • Optimise the winner until the scores say it's ready to ship.
Experiment · Cold outreach email

Prompt × model results

12 test cases · 3 evals
Claude Opus
GPT-5
Gemini
v1
7.1
6.8
7.4
v2
8.3
7.9
8.0
v3
9.2
8.6
8.4
Best combo: v3 × Claude Opus
9.2 quality · $0.004/run · 1.8s