Gemini 2.5 Flash Preview (Sep '25) (Non-reasoning) vs Gemma 4 E4B (Reasoning)

Gemini 2.5 Flash Preview (Sep '25) (Non-reasoning) vs Gemma 4 E4B (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.

MetricGemini 2.5 Flash Preview (Sep '25) (Non-reasoning)Gemma 4 E4B (Reasoning)Difference
Intelligence (higher is better)12.48.9−28.2% Gemma 4 E4B (Reasonin… is 28.2% less intelligent
Total AA cost (lower is better)Not reported$14.68— not comparable
End-to-end time (lower is better)Not reported57.75s— not comparable
Price per 1M tokens (in / out)—$0.02 / $0.10
Input modalitiesText, Image, Speech, VideoText, Image, Speech, Video
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-2-5-flash-preview-09-2025/gemma-4-e4b · Markdown: /api/v1/compare/gemini-2-5-flash-preview-09-2025/gemma-4-e4b?format=md · llms.txt · agent skill