GLM-5.1 (Reasoning) vs KAT Coder Pro V2

GLM-5.1 (Reasoning) vs KAT Coder Pro V2. 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
41.00
Total cost
$676
KwaiKATKAT Coder Pro V2Not ranked · benchmark data missing
Intelligence
33.70
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 V2Difference
Intelligence (higher is better)41.033.7−17.8% KAT Coder Pro V2 is 17.8% less intelligent
Total AA cost (lower is better)$675.84Not reported— not comparable
End-to-end time (lower is better)54.16s6.00s−88.9% KAT Coder Pro V2 is 88.9% faster
Price per 1M tokens (in / out)$1.38 / $4.40$0.30 / $1.20
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerGLM-5.1 (Reasoning): what beats itKAT Coder Pro V2: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/glm-5-1/kat-coder-pro-v2 · Markdown: /api/v1/compare/glm-5-1/kat-coder-pro-v2?format=md · llms.txt · agent skill