GPT-5.4 (Xhigh) vs Qwen3 Coder Next

GPT-5.4 (Xhigh) vs Qwen3 Coder Next. 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 Coder NextOff the frontier
Intelligence
9.20
Total cost
$405
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 Coder NextDifference
Intelligence (higher is better)39.09.2−76.4% Qwen3 Coder Next is 76.4% less intelligent
Total AA cost (lower is better)Not reported$405.10— not comparable
End-to-end time (lower is better)131.01s6.44s−95.1% Qwen3 Coder Next is 95.1% faster
Price per 1M tokens (in / out)$2.50 / $15.0$0.31 / $1.00
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.4 (Xhigh): what beats itQwen3 Coder Next: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4/qwen3-coder-next · Markdown: /api/v1/compare/gpt-5-4/qwen3-coder-next?format=md · llms.txt · agent skill