KAT Coder Pro V2 vs Phi-4 Multimodal Instruct

KAT Coder Pro V2 vs Phi-4 Multimodal Instruct. 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
34.50
Total cost
-
MicrosoftPhi-4 Multimodal InstructNot ranked · benchmark data missing
Intelligence
4.20
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 V2Phi-4 Multimodal InstructDifference
Intelligence (higher is better)34.54.2−87.8% Phi-4 Multimodal Inst… is 87.8% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)6.47s29.21s+351.5% Phi-4 Multimodal Inst… is 351.5% slower
Price per 1M tokens (in / out)$0.30 / $1.20$0.00 / $0.00
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerKAT Coder Pro V2: what beats itPhi-4 Multimodal Instruct: 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/phi-4-multimodal · Markdown: /api/v1/compare/kat-coder-pro-v2/phi-4-multimodal?format=md · llms.txt · agent skill