MiniMax-M3.1-Flash vs Ring-flash-2.0

MiniMax-M3.1-Flash vs Ring-flash-2.0. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

MiniMaxMiniMax-M3.1-FlashOff the frontier
Intelligence
42.70
Total cost
$283
InclusionAIRing-flash-2.0Not ranked · benchmark data missing
Intelligence
7.20
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.

MetricMiniMax-M3.1-FlashRing-flash-2.0Difference
Intelligence (higher is better)42.77.2−83.1% Ring-flash-2.0 is 83.1% less intelligent
Total AA cost (lower is better)$283.18Not reported— not comparable
End-to-end time (lower is better)23.83sNot reported— not comparable
Price per 1M tokens (in / out)$0.15 / $0.60—
Input modalitiesText, ImageText
Open this matchup in the interactive pickerMiniMax-M3.1-Flash: what beats itRing-flash-2.0: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/minimax-m3-1-flash/ring-flash-2-0 · Markdown: /api/v1/compare/minimax-m3-1-flash/ring-flash-2-0?format=md · llms.txt · agent skill