GPT-5.1 Codex mini (High) vs LongCat 2.0

GPT-5.1 Codex mini (High) vs LongCat 2.0. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

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 mini (High)LongCat 2.0Difference
Intelligence (higher is better)20.419.1−6.4% LongCat 2.0 is 6.4% less intelligent
Total AA cost (lower is better)Not reported$544.74— not comparable
End-to-end time (lower is better)10.10s35.54s+251.9% LongCat 2.0 is 251.9% slower
Price per 1M tokens (in / out)$0.25 / $2.00$0.75 / $2.95
Input modalitiesText, ImageText
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-mini/longcat-2-0 · Markdown: /api/v1/compare/gpt-5-1-codex-mini/longcat-2-0?format=md · llms.txt · agent skill