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

GPT-6 Astra (Xhigh) vs Qwen3 VL 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 VL 30B A3B InstructNot ranked · benchmark data missing
Intelligence
7.90
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 VL 30B A3B InstructDifference
Intelligence (higher is better)52.47.9−84.9% Qwen3 VL 30B A3B Inst… is 84.9% less intelligent
Total AA cost (lower is better)$3,802.98Not reported— not comparable
End-to-end time (lower is better)176.59s24.27s−86.3% Qwen3 VL 30B A3B Inst… is 86.3% faster
Price per 1M tokens (in / out)$10.0 / $50.0$0.35 / $0.60
Input modalitiesText, ImageText, Image
Open this matchup in the interactive pickerGPT-6 Astra (Xhigh): what beats itQwen3 VL 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-6-astra-xhigh/qwen3-vl-30b-a3b-instruct · Markdown: /api/v1/compare/gpt-6-astra-xhigh/qwen3-vl-30b-a3b-instruct?format=md · llms.txt · agent skill