KAT Coder Pro V2 vs Qwen3 VL 32B Instruct

KAT Coder Pro V2 vs Qwen3 VL 32B 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 32B InstructNot ranked · benchmark data missing
Intelligence
8.40
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 32B InstructDifference
Intelligence (higher is better)21.78.4−61.3% Qwen3 VL 32B Instruct is 61.3% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)Not reportedNot reported— not comparable
Input modalitiesTextText, Image
Open this matchup in the interactive pickerKAT Coder Pro V2: what beats itQwen3 VL 32B Instruct: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kat-coder-pro-v2/qwen3-vl-32b-instruct · Markdown: /api/v1/compare/kat-coder-pro-v2/qwen3-vl-32b-instruct?format=md · llms.txt · agent skill