Grok 4 Fast (Non-reasoning) vs KAT-Coder-Pro V1

Grok 4 Fast (Non-reasoning) vs KAT-Coder-Pro V1. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

SpaceXAIGrok 4 Fast (Non-reasoning)Not ranked · benchmark data missing
Intelligence
11.10
Total cost
-
KwaiKATKAT-Coder-Pro V1Not ranked · benchmark data missing
Intelligence
18.60
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.

MetricGrok 4 Fast (Non-reasoning)KAT-Coder-Pro V1Difference
Intelligence (higher is better)11.118.6+67.6% KAT-Coder-Pro V1 is 67.6% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)Not reportedNot reported— not comparable
Price per 1M tokens (in / out)$0.20 / $0.50—
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGrok 4 Fast (Non-reasoning): what beats itKAT-Coder-Pro V1: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/grok-4-fast/kat-coder-pro-v1 · Markdown: /api/v1/compare/grok-4-fast/kat-coder-pro-v1?format=md · llms.txt · agent skill