Gemma 4 12B (Reasoning) vs MiniMax-M3.1-Flash

Gemma 4 12B (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.

GoogleGemma 4 12B (Reasoning)Not ranked · benchmark data missing
Intelligence
14.20
Total cost
-
MiniMaxMiniMax-M3.1-FlashOff the frontier
Intelligence
42.70
Total cost
$283
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 12B (Reasoning)MiniMax-M3.1-FlashDifference
Intelligence (higher is better)14.242.7+200.7% MiniMax-M3.1-Flash is 3.0× more intelligent
Total AA cost (lower is better)Not reported$283.18— not comparable
End-to-end time (lower is better)24.28s22.73s−6.4% MiniMax-M3.1-Flash is 6.4% faster
Price per 1M tokens (in / out)$0.10 / $0.30$0.15 / $0.60
Input modalitiesText, Image, Speech, VideoText, Image
Open this matchup in the interactive pickerGemma 4 12B (Reasoning): what beats itMiniMax-M3.1-Flash: what beats it
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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b/minimax-m3-1-flash · Markdown: /api/v1/compare/gemma-4-12b/minimax-m3-1-flash?format=md · llms.txt · agent skill