GPT-5.3 Codex (xhigh) vs Ling 3.0 Flash

GPT-5.3 Codex (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-5.3 Codex (xhigh)Not ranked · benchmark data missing
Intelligence
32.50
Total cost
-
InclusionAILing 3.0 FlashNot ranked · benchmark data missing
Intelligence
24.90
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.

MetricGPT-5.3 Codex (xhigh)Ling 3.0 FlashDifference
Intelligence (higher is better)32.524.9−23.4% Ling 3.0 Flash is 23.4% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)69.02s10.58s−84.7% Ling 3.0 Flash is 84.7% faster
Price per 1M tokens (in / out)$1.75 / $14.0$0.07 / $0.22
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerGPT-5.3 Codex (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-5-3-codex/ling-3-0-flash · Markdown: /api/v1/compare/gpt-5-3-codex/ling-3-0-flash?format=md · llms.txt · agent skill