GPT-5.1 Codex (High) vs Ling 3.1 Flash 1019

GPT-5.1 Codex (High) vs Ling 3.1 Flash 1019. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

OpenAIGPT-5.1 Codex (High)Not ranked · benchmark data missing
Intelligence
23.70
Total cost
-
InclusionAILing 3.1 Flash 1019Off the frontier
Intelligence
43.90
Total cost
$1552
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-5.1 Codex (High)Ling 3.1 Flash 1019Difference
Intelligence (higher is better)23.743.9+85.2% Ling 3.1 Flash 1019 is 85.2% more intelligent
Total AA cost (lower is better)Not reported$1,551.81— not comparable
End-to-end time (lower is better)11.21sNot reported— not comparable
Price per 1M tokens (in / out)$1.25 / $10.0$0.30 / $0.90
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.1 Codex (High): what beats itLing 3.1 Flash 1019: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-1-codex/ling-3-1-flash-1019 · Markdown: /api/v1/compare/gpt-5-1-codex/ling-3-1-flash-1019?format=md · llms.txt · agent skill