Gemini 3.1 Pro Preview vs K2 Horizon MoVA 36B A4B

Gemini 3.1 Pro Preview vs K2 Horizon MoVA 36B A4B. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

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 PreviewK2 Horizon MoVA 36B A4BDifference
Intelligence (higher is better)29.725.3−14.8% K2 Horizon MoVA 36B A… is 14.8% less intelligent
Total AA cost (lower is better)$2,072.49Not reported— not comparable
End-to-end time (lower is better)28.29sNot reported— not comparable
Price per 1M tokens (in / out)$2.00 / $12.0—
Input modalitiesText, Image, Speech, VideoText
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/k2-horizon-mova-36b-a4b · Markdown: /api/v1/compare/gemini-3-1-pro-preview/k2-horizon-mova-36b-a4b?format=md · llms.txt · agent skill