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

GPT-5.4 nano (Xhigh) vs Qwen3 235B A22B (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 nano (Xhigh)Off the frontier
Intelligence
20.70
Total cost
$331
AlibabaQwen3 235B A22B (Reasoning)Not ranked · benchmark data missing
Intelligence
9.50
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 nano (Xhigh)Qwen3 235B A22B (Reasoning)Difference
Intelligence (higher is better)20.79.5−54.1% Qwen3 235B A22B (Reas… is 54.1% less intelligent
Total AA cost (lower is better)$331.24Not reported— not comparable
End-to-end time (lower is better)108.97sNot reported— not comparable
Price per 1M tokens (in / out)$0.20 / $1.25—
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.4 nano (Xhigh): what beats itQwen3 235B A22B (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-nano/qwen3-235b-a22b-instruct-reasoning · Markdown: /api/v1/compare/gpt-5-4-nano/qwen3-235b-a22b-instruct-reasoning?format=md · llms.txt · agent skill