Ling 3.1 Flash 1019 vs o4-mini (High)

Ling 3.1 Flash 1019 vs o4-mini (High). 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 Flash 1019Off the frontier
Intelligence
43.90
Total cost
$1552
OpenAIo4-mini (High)Not ranked · benchmark data missing
Intelligence
16.70
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 Flash 1019o4-mini (High)Difference
Intelligence (higher is better)43.916.7−62.0% o4-mini (High) is 62.0% less intelligent
Total AA cost (lower is better)$1,551.81Not reported— not comparable
End-to-end time (lower is better)Not reported28.44s— not comparable
Price per 1M tokens (in / out)$0.30 / $0.90$1.10 / $4.40
Input modalitiesTextText, Image
Open this matchup in the interactive pickerLing 3.1 Flash 1019: what beats ito4-mini (High): what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-3-1-flash-1019/o4-mini · Markdown: /api/v1/compare/ling-3-1-flash-1019/o4-mini?format=md · llms.txt · agent skill