GPT-5.4 mini (Xhigh) vs Qwen3 235B A22B 2507 Instruct

GPT-5.4 mini (Xhigh) vs Qwen3 235B A22B 2507 Instruct. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

OpenAIGPT-5.4 mini (Xhigh)Off the frontier
Intelligence
24.10
Total cost
$1524
AlibabaQwen3 235B A22B 2507 InstructNot ranked · benchmark data missing
Intelligence
12.00
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-5.4 mini (Xhigh)Qwen3 235B A22B 2507 InstructDifference
Intelligence (higher is better)24.112.0−50.2% Qwen3 235B A22B 2507 … is 50.2% less intelligent
Total AA cost (lower is better)$1,524.02Not reported— not comparable
End-to-end time (lower is better)108.46s10.44s−90.4% Qwen3 235B A22B 2507 … is 90.4% faster
Price per 1M tokens (in / out)$0.75 / $4.50$0.21 / $0.84
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.4 mini (Xhigh): what beats itQwen3 235B A22B 2507 Instruct: 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-5-4-mini/qwen3-235b-a22b-instruct-2507 · Markdown: /api/v1/compare/gpt-5-4-mini/qwen3-235b-a22b-instruct-2507?format=md · llms.txt · agent skill