Ling 3.1 Flash vs MiniMax-M2

Ling 3.1 Flash 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.

InclusionAILing 3.1 FlashOff the frontier
Intelligence
41.10
Total cost
$1015
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.

MetricLing 3.1 FlashMiniMax-M2Difference
Intelligence (higher is better)41.118.6−54.7% MiniMax-M2 is 54.7% less intelligent
Total AA cost (lower is better)$1,014.56Not reported— not comparable
End-to-end time (lower is better)13.66s26.19s+91.7% MiniMax-M2 is 91.7% slower
Price per 1M tokens (in / out)$0.30 / $0.90$0.30 / $1.20
Input modalitiesTextText
Open this matchup in the interactive pickerLing 3.1 Flash: what beats itMiniMax-M2: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-3-1-flash/minimax-m2 · Markdown: /api/v1/compare/ling-3-1-flash/minimax-m2?format=md · llms.txt · agent skill