Ling 3.1 Flash vs MiniMax M1 80k

Ling 3.1 Flash vs MiniMax M1 80k. 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 M1 80kNot ranked · benchmark data missing
Intelligence
11.70
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 M1 80kDifference
Intelligence (higher is better)41.111.7−71.5% MiniMax M1 80k is 71.5% less intelligent
Total AA cost (lower is better)$1,014.56Not reported— not comparable
End-to-end time (lower is better)13.56s27.65s+103.9% MiniMax M1 80k is 103.9% slower
Price per 1M tokens (in / out)$0.30 / $0.90$0.55 / $2.20
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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-m1-80k · Markdown: /api/v1/compare/ling-3-1-flash/minimax-m1-80k?format=md · llms.txt · agent skill