GPT-5.4 mini (Non-reasoning) vs Step 3.7 Flash

GPT-5.4 mini (Non-reasoning) vs Step 3.7 Flash. 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-5.4 mini (Non-reasoning)Step 3.7 FlashDifference
Intelligence (higher is better)11.119.5+75.7% Step 3.7 Flash is 75.7% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)3.32s18.73s+464.2% Step 3.7 Flash is 464.2% slower
Price per 1M tokens (in / out)$0.75 / $4.50$0.20 / $1.15
Input modalitiesText, ImageText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4-mini-non-reasoning/step-3-7-flash · Markdown: /api/v1/compare/gpt-5-4-mini-non-reasoning/step-3-7-flash?format=md · llms.txt · agent skill