Gemma 4 E4B (Non-reasoning) vs KAT Coder Pro V2
Gemma 4 E4B (Non-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.
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.
| Metric | Gemma 4 E4B (Non-reasoning) | KAT Coder Pro V2 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 8.7 | 33.7 | +287.4% KAT Coder Pro V2 is 3.9× more intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | 10.46s | 6.00s | −42.6% KAT Coder Pro V2 is 42.6% faster |
| Price per 1M tokens (in / out) | $0.02 / $0.10 | $0.30 / $1.20 | |
| Input modalities | Not reported | Not reported |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-e4b-non-reasoning/kat-coder-pro-v2 · Markdown: /api/v1/compare/gemma-4-e4b-non-reasoning/kat-coder-pro-v2?format=md · llms.txt · agent skill