Gemma 4 31B (Non-reasoning) vs GPT-5.4 mini (Medium)

Gemma 4 31B (Non-reasoning) vs GPT-5.4 mini (Medium). 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 31B (Non-reasoning)GPT-5.4 mini (Medium)Difference
Intelligence (higher is better)13.919.7+41.7% GPT-5.4 mini (Medium) is 41.7% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)10.63s7.30s−31.3% GPT-5.4 mini (Medium) is 31.3% faster
Price per 1M tokens (in / out)$0.17 / $0.40$0.75 / $4.50
Input modalitiesText, Image, VideoText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b-non-reasoning/gpt-5-4-mini-medium · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/gpt-5-4-mini-medium?format=md · llms.txt · agent skill