Ling 3.1 Flash vs Magistral Small 1.2

Ling 3.1 Flash vs Magistral Small 1.2. 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
MistralMagistral Small 1.2Not ranked · benchmark data missing
Intelligence
8.60
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 FlashMagistral Small 1.2Difference
Intelligence (higher is better)41.18.6−79.1% Magistral Small 1.2 is 79.1% less intelligent
Total AA cost (lower is better)$1,014.56Not reported— not comparable
End-to-end time (lower is better)13.57s34.42s+153.6% Magistral Small 1.2 is 153.6% slower
Price per 1M tokens (in / out)$0.30 / $0.90$0.50 / $1.50
Input modalitiesTextText, Image
Open this matchup in the interactive pickerLing 3.1 Flash: what beats itMagistral Small 1.2: 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/magistral-small-2509 · Markdown: /api/v1/compare/ling-3-1-flash/magistral-small-2509?format=md · llms.txt · agent skill