GPT-5.4 (xhigh) vs KAT-Coder-Pro V1

GPT-5.4 (xhigh) 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.

OpenAIGPT-5.4 (xhigh)Off the frontier
Intelligence
51.40
Total cost
$2132
KwaiKATKAT-Coder-Pro V1Not ranked · benchmark data missing
Intelligence
28.30
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.

MetricGPT-5.4 (xhigh)KAT-Coder-Pro V1Difference
Intelligence (higher is better)51.428.3−44.9% KAT-Coder-Pro V1 is 44.9% less intelligent
Total AA cost (lower is better)$2,131.77Not reported— not comparable
End-to-end time (lower is better)105.07sNot reported— not comparable
Price per 1M tokens (in / out)$2.50 / $15.0—
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerGPT-5.4 (xhigh): what beats itKAT-Coder-Pro V1: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4/kat-coder-pro-v1 · Markdown: /api/v1/compare/gpt-5-4/kat-coder-pro-v1?format=md · llms.txt · agent skill