GPT-6 Luna (Low) vs Qwen3 VL 235B A22B Instruct

GPT-6 Luna (Low) vs Qwen3 VL 235B A22B 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 Luna (Low)On the frontier
Intelligence
21.50
Total cost
$10.6
AlibabaQwen3 VL 235B A22B InstructNot ranked · benchmark data missing
Intelligence
9.90
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 Luna (Low)Qwen3 VL 235B A22B InstructDifference
Intelligence (higher is better)21.59.9−54.0% Qwen3 VL 235B A22B In… is 54.0% less intelligent
Total AA cost (lower is better)$10.63Not reported— not comparable
End-to-end time (lower is better)6.60s13.29s+101.4% Qwen3 VL 235B A22B In… is 101.4% slower
Price per 1M tokens (in / out)$0.10 / $0.50$0.21 / $1.39
Input modalitiesText, ImageText, Image
Open this matchup in the interactive pickerGPT-6 Luna (Low): what beats itQwen3 VL 235B A22B 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-luna-low/qwen3-vl-235b-a22b-instruct · Markdown: /api/v1/compare/gpt-6-luna-low/qwen3-vl-235b-a22b-instruct?format=md · llms.txt · agent skill