KAT-Coder-Pro V1 vs MiniMax-M3

KAT-Coder-Pro V1 vs MiniMax-M3. 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 V1Not ranked · benchmark data missing
Intelligence
28.30
Total cost
-
MiniMaxMiniMax-M3On the frontier
Intelligence
44.40
Total cost
$204
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 V1MiniMax-M3Difference
Intelligence (higher is better)28.344.4+56.9% MiniMax-M3 is 56.9% more intelligent
Total AA cost (lower is better)Not reported$203.86— not comparable
End-to-end time (lower is better)Not reported31.89s— not comparable
Price per 1M tokens (in / out)—$0.30 / $1.20
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerKAT-Coder-Pro V1: what beats itMiniMax-M3: 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-v1/minimax-m3 · Markdown: /api/v1/compare/kat-coder-pro-v1/minimax-m3?format=md · llms.txt · agent skill