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

GPT-5.4 (Xhigh) vs Qwen3 235B A22B 2507 (Reasoning). 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 (Xhigh)Not ranked · benchmark data missing
Intelligence
39.00
Total cost
-
AlibabaQwen3 235B A22B 2507 (Reasoning)Not ranked · benchmark data missing
Intelligence
12.70
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 (Xhigh)Qwen3 235B A22B 2507 (Reasoning)Difference
Intelligence (higher is better)39.012.7−67.4% Qwen3 235B A22B 2507 … is 67.4% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)152.61s24.30s−84.1% Qwen3 235B A22B 2507 … is 84.1% faster
Price per 1M tokens (in / out)$2.50 / $15.0$0.23 / $2.30
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.4 (Xhigh): what beats itQwen3 235B A22B 2507 (Reasoning): 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/qwen3-235b-a22b-instruct-2507-reasoning · Markdown: /api/v1/compare/gpt-5-4/qwen3-235b-a22b-instruct-2507-reasoning?format=md · llms.txt · agent skill