LongCat 2.0 vs Qwen3 VL 235B A22B Instruct

LongCat 2.0 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.

LongCatLongCat 2.0Off the frontier
Intelligence
19.10
Total cost
$545
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.

MetricLongCat 2.0Qwen3 VL 235B A22B InstructDifference
Intelligence (higher is better)19.19.9−48.2% Qwen3 VL 235B A22B In… is 48.2% less intelligent
Total AA cost (lower is better)$544.74Not reported— not comparable
End-to-end time (lower is better)37.44s12.18s−67.5% Qwen3 VL 235B A22B In… is 67.5% faster
Price per 1M tokens (in / out)$0.75 / $2.95$0.21 / $1.39
Input modalitiesTextText, Image
Open this matchup in the interactive pickerLongCat 2.0: what beats itQwen3 VL 235B A22B 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/longcat-2-0/qwen3-vl-235b-a22b-instruct · Markdown: /api/v1/compare/longcat-2-0/qwen3-vl-235b-a22b-instruct?format=md · llms.txt · agent skill