Gemma 4 12B (Non-reasoning) vs GPT-4.1
Gemma 4 12B (Non-reasoning) vs GPT-4.1. 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 12B (Non-reasoning) | GPT-4.1 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 9.4 | 12.7 | +35.1% GPT-4.1 is 35.1% more intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | 6.39s | 3.52s | −44.9% GPT-4.1 is 44.9% faster |
| Price per 1M tokens (in / out) | $0.10 / $0.30 | $2.00 / $8.00 | |
| Input modalities | Text, Image, Speech, Video | Text, Image |
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b-non-reasoning/gpt-4-1 · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/gpt-4-1?format=md · llms.txt · agent skill