Qwen3 VL 235B A22B Instruct vs Step 5 Preview

Qwen3 VL 235B A22B Instruct vs Step 5 Preview. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

AlibabaQwen3 VL 235B A22B InstructNot ranked · benchmark data missing
Intelligence
9.90
Total cost
-
StepFunStep 5 PreviewOff the frontier
Intelligence
43.70
Total cost
$1190
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.

MetricQwen3 VL 235B A22B InstructStep 5 PreviewDifference
Intelligence (higher is better)9.943.7+341.4% Step 5 Preview is 4.4× more intelligent
Total AA cost (lower is better)Not reported$1,190.26— not comparable
End-to-end time (lower is better)12.53s12.32s−1.7% Step 5 Preview is 1.7% faster
Price per 1M tokens (in / out)$0.21 / $1.39$1.00 / $2.70
Input modalitiesText, ImageText, Image
Open this matchup in the interactive pickerQwen3 VL 235B A22B Instruct: what beats itStep 5 Preview: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/qwen3-vl-235b-a22b-instruct/step-5 · Markdown: /api/v1/compare/qwen3-vl-235b-a22b-instruct/step-5?format=md · llms.txt · agent skill