Gemma 4 31B (Reasoning) vs Qwen3.8 Max (0902)

Gemma 4 31B (Reasoning) vs Qwen3.8 Max (0902). 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 (Reasoning)Qwen3.8 Max (0902)Difference
Intelligence (higher is better)Not reported33.6— not comparable
Total AA cost (lower is better)Not reported$6,353.83— not comparable
End-to-end time (lower is better)64.34s63.06s−2.0% Qwen3.8 Max (0902) is 2.0% faster
Price per 1M tokens (in / out)$0.00 / $0.00$2.00 / $6.00
Input modalitiesText, Image, VideoText, Image
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b/qwen3-8-max · Markdown: /api/v1/compare/gemma-4-31b/qwen3-8-max?format=md · llms.txt · agent skill