GPT-6 Astra (Xhigh) vs Qwen3 Coder 30B A3B Instruct

GPT-6 Astra (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-6 Astra (Xhigh)Off the frontier
Intelligence
52.40
Total cost
$3803
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-6 Astra (Xhigh)Qwen3 Coder 30B A3B InstructDifference
Intelligence (higher is better)52.49.6−81.7% Qwen3 Coder 30B A3B I… is 81.7% less intelligent
Total AA cost (lower is better)$3,802.98Not reported— not comparable
End-to-end time (lower is better)158.64s2.94s−98.1% Qwen3 Coder 30B A3B I… is 98.1% faster
Price per 1M tokens (in / out)$10.0 / $50.0$0.19 / $0.77
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-6 Astra (Xhigh): what beats itQwen3 Coder 30B A3B Instruct: what beats it
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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-6-astra-xhigh/qwen3-coder-30b-a3b-instruct · Markdown: /api/v1/compare/gpt-6-astra-xhigh/qwen3-coder-30b-a3b-instruct?format=md · llms.txt · agent skill