Gemma 4 31B (Non-reasoning) vs MiniMax-M3.1-Flash

Gemma 4 31B (Non-reasoning) vs MiniMax-M3.1-Flash. 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)MiniMax-M3.1-FlashDifference
Intelligence (higher is better)13.942.7+207.2% MiniMax-M3.1-Flash is 3.1× more intelligent
Total AA cost (lower is better)Not reported$283.18— not comparable
End-to-end time (lower is better)10.57s22.73s+115.0% MiniMax-M3.1-Flash is 115.0% slower
Price per 1M tokens (in / out)$0.17 / $0.40$0.15 / $0.60
Input modalitiesText, Image, VideoText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b-non-reasoning/minimax-m3-1-flash · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/minimax-m3-1-flash?format=md · llms.txt · agent skill