GLM-5.1 (Reasoning) vs KAT-Coder-Pro V1

GLM-5.1 (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.

Z AIGLM-5.1 (Reasoning)Off the frontier
Intelligence
26.10
Total cost
$1487
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.

MetricGLM-5.1 (Reasoning)KAT-Coder-Pro V1Difference
Intelligence (higher is better)26.118.6−28.7% KAT-Coder-Pro V1 is 28.7% less intelligent
Total AA cost (lower is better)$1,486.78Not reported— not comparable
End-to-end time (lower is better)63.24sNot reported— not comparable
Price per 1M tokens (in / out)$1.28 / $4.07—
Input modalitiesTextText
Open this matchup in the interactive pickerGLM-5.1 (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/glm-5-1/kat-coder-pro-v1 · Markdown: /api/v1/compare/glm-5-1/kat-coder-pro-v1?format=md · llms.txt · agent skill