aiaimodel.cards
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SWE-Bench Pro (Public)

Fixing real issues in real open-source repositories; a patch counts only if the project's own tests pass. Variants differ in task set and languages.

Your workloadRAG over docs · 12K in · 600 out · 50K requests/mo · 30% cached
  1. 1Gemini 3.6 Flash · Googlebest value
    58.7%
  2. 2Gemini 3.5 Flash-Lite · Googlebest value
    54.2%
  3. 3Gemini 3.1 Pro · Google
    54.2%

“Best value”: no other model here reports a higher score at a lower cost for your workload. Scores are self-reported by each maker with different settings, so treat close calls as ties.

How each maker reported it

  • Gemini 3.6 Flash p.4 (table also on the model card web page)

    Results as of July 2026, as published in Google's model card. Competitor figures are as listed by Google.

  • Gemini 3.5 Flash-Lite p.4

    Results as of July 2026, as published in Google's model card. Competitor figures are as listed by Google.

  • Gemini 3.1 Pro p.4

    Results as of February 2026, Gemini at Thinking (High); competitors at their highest reported settings, as listed by Google.

Only each model's own maker's number is shown; scores a maker reports for rival models are left out.