Gemini 3.5 Flash (High) vs Gemma 4 12B (Non-reasoning)
Gemini 3.5 Flash (High) vs Gemma 4 12B (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.
| Metric | Gemini 3.5 Flash (High) | Gemma 4 12B (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 32.6 | 9.4 | −71.2% Gemma 4 12B (Non-reas… is 71.2% less intelligent |
| Total AA cost (lower is better) | $4,222.12 | Not reported | — not comparable |
| End-to-end time (lower is better) | 16.57s | 6.42s | −61.3% Gemma 4 12B (Non-reas… is 61.3% faster |
| Price per 1M tokens (in / out) | $1.50 / $9.00 | $0.10 / $0.30 | |
| Input modalities | Text, Image, Speech, Video | Text, Image, Speech, Video |
Matchup
Compare something else
Agents:
Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-3-5-flash/gemma-4-12b-non-reasoning · Markdown: /api/v1/compare/gemini-3-5-flash/gemma-4-12b-non-reasoning?format=md · llms.txt · agent skill