Gemma 4 31B (Non-reasoning) vs Sonar Pro

Gemma 4 31B (Non-reasoning) vs Sonar Pro. 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.

MetricGemma 4 31B (Non-reasoning)Sonar ProDifference
Intelligence (higher is better)13.97.6−45.3% Sonar Pro is 45.3% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)11.10sNot reported— not comparable
Price per 1M tokens (in / out)$0.17 / $0.40—
Input modalitiesText, Image, VideoText
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b-non-reasoning/sonar-pro · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/sonar-pro?format=md · llms.txt · agent skill