KAT Coder Pro V2 vs Solar Pro 4

KAT Coder Pro V2 vs Solar Pro 4. 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
-
UpstageSolar Pro 4Off the frontier
Intelligence
41.60
Total cost
$380
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 V2Solar Pro 4Difference
Intelligence (higher is better)33.741.6+23.4% Solar Pro 4 is 23.4% more intelligent
Total AA cost (lower is better)Not reported$380.17— not comparable
End-to-end time (lower is better)6.52s45.77s+602.0% Solar Pro 4 is 602.0% slower
Price per 1M tokens (in / out)$0.30 / $1.20$0.30 / $1.20
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerKAT Coder Pro V2: what beats itSolar Pro 4: 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/solar-pro4 · Markdown: /api/v1/compare/kat-coder-pro-v2/solar-pro4?format=md · llms.txt · agent skill