KAT Coder Pro V2 vs Qwen3 VL 30B A3B Instruct

KAT Coder Pro V2 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.

KwaiKATKAT Coder Pro V2Not ranked · benchmark data missing
Intelligence
21.70
Total cost
-
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.

MetricKAT Coder Pro V2Qwen3 VL 30B A3B InstructDifference
Intelligence (higher is better)21.77.9−63.6% Qwen3 VL 30B A3B Inst… is 63.6% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)Not reported19.57s— not comparable
Price per 1M tokens (in / out)—$0.35 / $0.60
Input modalitiesTextText, Image
Open this matchup in the interactive pickerKAT Coder Pro V2: 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/kat-coder-pro-v2/qwen3-vl-30b-a3b-instruct · Markdown: /api/v1/compare/kat-coder-pro-v2/qwen3-vl-30b-a3b-instruct?format=md · llms.txt · agent skill