Gemma 4 12B (Reasoning) vs GPT-5.4 mini (Xhigh)

Gemma 4 12B (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.

GoogleGemma 4 12B (Reasoning)Not ranked · benchmark data missing
Intelligence
14.20
Total cost
-
OpenAIGPT-5.4 mini (Xhigh)Off the frontier
Intelligence
24.10
Total cost
$1524
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 mini (Xhigh)Difference
Intelligence (higher is better)14.224.1+69.7% GPT-5.4 mini (Xhigh) is 69.7% more intelligent
Total AA cost (lower is better)Not reported$1,524.02— not comparable
End-to-end time (lower is better)24.15s108.99s+351.3% GPT-5.4 mini (Xhigh) is 351.3% slower
Price per 1M tokens (in / out)$0.10 / $0.30$0.75 / $4.50
Input modalitiesText, Image, Speech, VideoText, Image
Open this matchup in the interactive pickerGemma 4 12B (Reasoning): what beats itGPT-5.4 mini (Xhigh): what beats it
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-mini · Markdown: /api/v1/compare/gemma-4-12b/gpt-5-4-mini?format=md · llms.txt · agent skill