Gemma 4 12B (Non-reasoning) vs GPT-5.4 mini (Xhigh)
Gemma 4 12B (Non-reasoning) vs GPT-5.4 mini (Xhigh). 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-5.4 mini (Xhigh) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 9.4 | 24.1 | +156.4% GPT-5.4 mini (Xhigh) is 2.6× more intelligent |
| Total AA cost (lower is better) | Not reported | $1,524.02 | — not comparable |
| End-to-end time (lower is better) | 6.41s | 109.06s | +1601.4% GPT-5.4 mini (Xhigh) is 1601.4% slower |
| Price per 1M tokens (in / out) | $0.10 / $0.30 | $0.75 / $4.50 | |
| 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-5-4-mini · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/gpt-5-4-mini?format=md · llms.txt · agent skill