GPT-5.1 (Non-reasoning) vs KAT-Coder-Pro V1

GPT-5.1 (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.

OpenAIGPT-5.1 (Non-reasoning)Not ranked · benchmark data missing
Intelligence
13.30
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.

MetricGPT-5.1 (Non-reasoning)KAT-Coder-Pro V1Difference
Intelligence (higher is better)13.318.6+39.8% KAT-Coder-Pro V1 is 39.8% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)6.23sNot reported— not comparable
Price per 1M tokens (in / out)$1.25 / $10.0—
Input modalitiesText, ImageText
Open this matchup in the interactive pickerGPT-5.1 (Non-reasoning): 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-5-1-non-reasoning/kat-coder-pro-v1 · Markdown: /api/v1/compare/gpt-5-1-non-reasoning/kat-coder-pro-v1?format=md · llms.txt · agent skill