Gemma 4 12B (Reasoning) vs GPT-5.4 (Low)

Gemma 4 12B (Reasoning) vs GPT-5.4 (Low). 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.

MetricGemma 4 12B (Reasoning)GPT-5.4 (Low)Difference
Intelligence (higher is better)14.227.6+94.4% GPT-5.4 (Low) is 94.4% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)24.02s9.06s−62.3% GPT-5.4 (Low) is 62.3% faster
Price per 1M tokens (in / out)$0.10 / $0.30$2.50 / $15.0
Input modalitiesText, Image, Speech, VideoText, Image
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b/gpt-5-4-low · Markdown: /api/v1/compare/gemma-4-12b/gpt-5-4-low?format=md · llms.txt · agent skill