KAT Coder Pro V2 vs o4-mini (high)

KAT Coder Pro V2 vs o4-mini (high). 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
-
OpenAIo4-mini (high)Not ranked · benchmark data missing
Intelligence
25.60
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.

MetricKAT Coder Pro V2o4-mini (high)Difference
Intelligence (higher is better)33.725.6−24.0% o4-mini (high) is 24.0% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)Not reported29.15s— not comparable
Price per 1M tokens (in / out)$0.30 / $1.20$1.10 / $4.40
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerKAT Coder Pro V2: what beats ito4-mini (high): what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kat-coder-pro-v2/o4-mini · Markdown: /api/v1/compare/kat-coder-pro-v2/o4-mini?format=md · llms.txt · agent skill