GPT-5.4 nano (Xhigh) vs Qwen3 Coder 30B A3B Instruct

GPT-5.4 nano (Xhigh) vs Qwen3 Coder 30B A3B 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 nano (Xhigh)Off the frontier
Intelligence
20.70
Total cost
$331
AlibabaQwen3 Coder 30B A3B InstructNot ranked · benchmark data missing
Intelligence
9.60
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 Coder 30B A3B InstructDifference
Intelligence (higher is better)20.79.6−53.6% Qwen3 Coder 30B A3B I… is 53.6% less intelligent
Total AA cost (lower is better)$331.24Not reported— not comparable
End-to-end time (lower is better)69.42s2.91s−95.8% Qwen3 Coder 30B A3B I… is 95.8% faster
Price per 1M tokens (in / out)$0.20 / $1.25$0.19 / $0.77
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.4 nano (Xhigh): what beats itQwen3 Coder 30B A3B 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-nano/qwen3-coder-30b-a3b-instruct · Markdown: /api/v1/compare/gpt-5-4-nano/qwen3-coder-30b-a3b-instruct?format=md · llms.txt · agent skill