Gemma 4 E4B (Reasoning) vs GPT-5.4 mini (Non-reasoning)

Gemma 4 E4B (Reasoning) vs GPT-5.4 mini (Non-reasoning). 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 E4B (Reasoning)GPT-5.4 mini (Non-reasoning)Difference
Intelligence (higher is better)8.911.1+24.7% GPT-5.4 mini (Non-rea… is 24.7% more intelligent
Total AA cost (lower is better)$14.68Not reported— not comparable
End-to-end time (lower is better)56.02s3.19s−94.3% GPT-5.4 mini (Non-rea… is 94.3% faster
Price per 1M tokens (in / out)$0.02 / $0.10$0.75 / $4.50
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-e4b/gpt-5-4-mini-non-reasoning · Markdown: /api/v1/compare/gemma-4-e4b/gpt-5-4-mini-non-reasoning?format=md · llms.txt · agent skill