KAT-Coder-Pro V1 vs Qwen3.5 9B (Reasoning)

KAT-Coder-Pro V1 vs Qwen3.5 9B (Reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

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 V1Qwen3.5 9B (Reasoning)Difference
Intelligence (higher is better)18.613.7−26.3% Qwen3.5 9B (Reasoning) is 26.3% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)Not reported32.49s— not comparable
Price per 1M tokens (in / out)—$0.14 / $0.20
Input modalitiesNot reportedNot reported
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kat-coder-pro-v1/qwen3-5-9b · Markdown: /api/v1/compare/kat-coder-pro-v1/qwen3-5-9b?format=md · llms.txt · agent skill