Ling 3.1 Flash vs o3-pro

Ling 3.1 Flash vs o3-pro. 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
OpenAIo3-proNot ranked · benchmark data missing
Intelligence
21.90
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 Flasho3-proDifference
Intelligence (higher is better)41.121.9−46.7% o3-pro is 46.7% less intelligent
Total AA cost (lower is better)$1,014.56Not reported— not comparable
End-to-end time (lower is better)13.66sNot reported— not comparable
Price per 1M tokens (in / out)$0.30 / $0.90$20.0 / $80.0
Input modalitiesTextText, Image
Open this matchup in the interactive pickerLing 3.1 Flash: what beats ito3-pro: what beats it
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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-3-1-flash/o3-pro · Markdown: /api/v1/compare/ling-3-1-flash/o3-pro?format=md · llms.txt · agent skill