KAT Coder Pro V2 vs Qwen3.5 9B (Reasoning)

KAT Coder Pro V2 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 V2Qwen3.5 9B (Reasoning)Difference
Intelligence (higher is better)34.521.8−36.8% Qwen3.5 9B (Reasoning) is 36.8% less intelligent
Total AA cost (lower is better)Not reported$240.43— not comparable
End-to-end time (lower is better)6.47s39.49s+510.4% Qwen3.5 9B (Reasoning) is 510.4% slower
Price per 1M tokens (in / out)$0.30 / $1.20$0.14 / $0.20
Input modalitiesNot reportedNot reported
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/qwen3-5-9b · Markdown: /api/v1/compare/kat-coder-pro-v2/qwen3-5-9b?format=md · llms.txt · agent skill