KAT Coder Pro V2 vs Llama 4 Scout

KAT Coder Pro V2 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 V2Not ranked · benchmark data missing
Intelligence
33.70
Total cost
-
MetaLlama 4 ScoutOn the open-weights frontier
Intelligence
10.30
Total cost
$11.6
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 V2Llama 4 ScoutDifference
Intelligence (higher is better)33.710.3−69.4% Llama 4 Scout is 69.4% less intelligent
Total AA cost (lower is better)Not reported$11.60— not comparable
End-to-end time (lower is better)6.04s4.49s−25.7% Llama 4 Scout is 25.7% faster
Price per 1M tokens (in / out)$0.30 / $1.20$0.18 / $0.66
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerKAT Coder Pro V2: what beats itLlama 4 Scout: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kat-coder-pro-v2/llama-4-scout · Markdown: /api/v1/compare/kat-coder-pro-v2/llama-4-scout?format=md · llms.txt · agent skill