Ling-flash-2.0 vs Step 5 Preview

Ling-flash-2.0 vs Step 5 Preview. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

InclusionAILing-flash-2.0Not ranked · benchmark data missing
Intelligence
7.80
Total cost
-
StepFunStep 5 PreviewOff the frontier
Intelligence
43.70
Total cost
$1190
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-flash-2.0Step 5 PreviewDifference
Intelligence (higher is better)7.843.7+460.3% Step 5 Preview is 5.6× more intelligent
Total AA cost (lower is better)Not reported$1,190.26— not comparable
End-to-end time (lower is better)112.62s12.06s−89.3% Step 5 Preview is 89.3% faster
Price per 1M tokens (in / out)$0.14 / $0.57$1.00 / $2.70
Input modalitiesTextText, Image
Open this matchup in the interactive pickerLing-flash-2.0: what beats itStep 5 Preview: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-flash-2-0/step-5 · Markdown: /api/v1/compare/ling-flash-2-0/step-5?format=md · llms.txt · agent skill