KAT-Coder-Pro V1 vs Llama 4 Scout

KAT-Coder-Pro V1 vs Llama 4 Scout. 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 V1Not ranked · benchmark data missing
Intelligence
18.60
Total cost
-
MetaLlama 4 ScoutOff the frontier
Intelligence
6.50
Total cost
$73.6
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 V1Llama 4 ScoutDifference
Intelligence (higher is better)18.66.5−65.1% Llama 4 Scout is 65.1% less intelligent
Total AA cost (lower is better)Not reported$73.56— not comparable
End-to-end time (lower is better)Not reported5.06s— not comparable
Price per 1M tokens (in / out)—$0.18 / $0.66
Input modalitiesTextText, Image
Open this matchup in the interactive pickerKAT-Coder-Pro V1: what beats itLlama 4 Scout: what beats it
Matchup

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