Gemini 3.1 Pro Preview vs North Mini Code

Gemini 3.1 Pro Preview vs North Mini Code. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

GoogleGemini 3.1 Pro PreviewOff the frontier
Intelligence
30.40
Total cost
$1310
CohereNorth Mini CodeNot ranked · benchmark data missing
Intelligence
12.80
Total cost
-
Verdict

Comparison incomplete

A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

MetricGemini 3.1 Pro PreviewNorth Mini CodeDifference
Intelligence (higher is better)30.412.8−57.9% North Mini Code is 57.9% less intelligent
Total AA cost (lower is better)$1,310.21Not reported— not comparable
End-to-end time (lower is better)31.47s56.14s+78.4% North Mini Code is 78.4% slower
Price per 1M tokens (in / out)$2.00 / $12.0$0.00 / $0.00
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerGemini 3.1 Pro Preview: what beats itNorth Mini Code: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-3-1-pro-preview/north-mini-code · Markdown: /api/v1/compare/gemini-3-1-pro-preview/north-mini-code?format=md · llms.txt · agent skill