Apriel-v1.5-15B-Thinker vs MiniMax-M3.1-Flash

Apriel-v1.5-15B-Thinker 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.

MetricApriel-v1.5-15B-ThinkerMiniMax-M3.1-FlashDifference
Intelligence (higher is better)13.842.7+209.4% 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)Not reported22.73s— not comparable
Price per 1M tokens (in / out)$0.00 / $0.00$0.15 / $0.60
Input modalitiesText, ImageText, Image
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/apriel-v1-5-15b-thinker/minimax-m3-1-flash · Markdown: /api/v1/compare/apriel-v1-5-15b-thinker/minimax-m3-1-flash?format=md · llms.txt · agent skill