GPT-5.4 nano (Xhigh) vs MiniMax-M2

GPT-5.4 nano (Xhigh) vs MiniMax-M2. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

OpenAIGPT-5.4 nano (Xhigh)Off the frontier
Intelligence
20.70
Total cost
$331
MiniMaxMiniMax-M2Not ranked · benchmark data missing
Intelligence
18.60
Total cost
-
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 (Xhigh)MiniMax-M2Difference
Intelligence (higher is better)20.718.6−10.1% MiniMax-M2 is 10.1% less intelligent
Total AA cost (lower is better)$331.24Not reported— not comparable
End-to-end time (lower is better)69.42s26.27s−62.2% MiniMax-M2 is 62.2% faster
Price per 1M tokens (in / out)$0.20 / $1.25$0.30 / $1.20
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.4 nano (Xhigh): what beats itMiniMax-M2: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4-nano/minimax-m2 · Markdown: /api/v1/compare/gpt-5-4-nano/minimax-m2?format=md · llms.txt · agent skill