GPT-5.1 Codex (High) vs Step 5 Preview

GPT-5.1 Codex (High) 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.

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)Step 5 PreviewDifference
Intelligence (higher is better)23.743.7+84.4% Step 5 Preview is 84.4% more intelligent
Total AA cost (lower is better)Not reported$1,190.26— not comparable
End-to-end time (lower is better)12.01s12.06s+0.4% Step 5 Preview is 0.4% slower
Price per 1M tokens (in / out)$1.25 / $10.0$1.00 / $2.70
Input modalitiesText, ImageText, Image
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/step-5 · Markdown: /api/v1/compare/gpt-5-1-codex/step-5?format=md · llms.txt · agent skill