DeepSeek V4.1 Flash (Reasoning, Max Effort) vs KAT Coder Pro V2

DeepSeek V4.1 Flash (Reasoning, Max Effort) vs KAT Coder Pro V2. 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.

MetricDeepSeek V4.1 Flash (Reasoning, Max Effort)KAT Coder Pro V2Difference
Intelligence (higher is better)39.521.7−45.1% KAT Coder Pro V2 is 45.1% less intelligent
Total AA cost (lower is better)$476.89Not reported— not comparable
End-to-end time (lower is better)12.08sNot reported— not comparable
Price per 1M tokens (in / out)$0.30 / $1.20$0.30 / $1.20
Input modalitiesText, ImageText
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v4-1-flash/kat-coder-pro-v2 · Markdown: /api/v1/compare/deepseek-v4-1-flash/kat-coder-pro-v2?format=md · llms.txt · agent skill