Ling 3.1 Flash 1019 vs Step 3.7 Flash

Ling 3.1 Flash 1019 vs Step 3.7 Flash. 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
StepFunStep 3.7 FlashNot ranked · benchmark data missing
Intelligence
19.50
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 1019Step 3.7 FlashDifference
Intelligence (higher is better)43.919.5−55.6% Step 3.7 Flash is 55.6% less intelligent
Total AA cost (lower is better)$1,551.81Not reported— not comparable
End-to-end time (lower is better)Not reported18.73s— not comparable
Price per 1M tokens (in / out)$0.30 / $0.90$0.20 / $1.15
Input modalitiesTextText, Image
Open this matchup in the interactive pickerLing 3.1 Flash 1019: what beats itStep 3.7 Flash: 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/step-3-7-flash · Markdown: /api/v1/compare/ling-3-1-flash-1019/step-3-7-flash?format=md · llms.txt · agent skill