GPT-5.4 nano (Medium) vs MiniMax-M3.1-Flash

GPT-5.4 nano (Medium) 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.

MetricGPT-5.4 nano (Medium)MiniMax-M3.1-FlashDifference
Intelligence (higher is better)20.042.7+113.5% MiniMax-M3.1-Flash is 2.1× more intelligent
Total AA cost (lower is better)Not reported$283.18— not comparable
End-to-end time (lower is better)9.24s22.73s+146.0% MiniMax-M3.1-Flash is 146.0% slower
Price per 1M tokens (in / out)$0.20 / $1.25$0.15 / $0.60
Input modalitiesText, ImageText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4-nano-medium/minimax-m3-1-flash · Markdown: /api/v1/compare/gpt-5-4-nano-medium/minimax-m3-1-flash?format=md · llms.txt · agent skill