GPT-5.4 (Xhigh) vs Ling 3.0 Flash

GPT-5.4 (Xhigh) vs Ling 3.0 Flash. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

OpenAIGPT-5.4 (Xhigh)Not ranked · benchmark data missing
Intelligence
39.00
Total cost
-
InclusionAILing 3.0 FlashNot ranked · benchmark data missing
Intelligence
20.10
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.

MetricGPT-5.4 (Xhigh)Ling 3.0 FlashDifference
Intelligence (higher is better)39.020.1−48.5% Ling 3.0 Flash is 48.5% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)135.47s10.53s−92.2% Ling 3.0 Flash is 92.2% faster
Price per 1M tokens (in / out)$2.50 / $15.0$0.07 / $0.22
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.4 (Xhigh): what beats itLing 3.0 Flash: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4/ling-3-0-flash · Markdown: /api/v1/compare/gpt-5-4/ling-3-0-flash?format=md · llms.txt · agent skill