Gemma 4 12B (Non-reasoning) vs Nova 2.0 Lite (Medium)

Gemma 4 12B (Non-reasoning) vs Nova 2.0 Lite (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 12B (Non-reasoning)Nova 2.0 Lite (Medium)Difference
Intelligence (higher is better)9.412.5+33.0% Nova 2.0 Lite (Medium) is 33.0% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)6.39s28.80s+350.7% Nova 2.0 Lite (Medium) is 350.7% slower
Price per 1M tokens (in / out)$0.10 / $0.30$0.30 / $2.50
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-4-12b-non-reasoning/nova-2-0-lite-reasoning-medium · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/nova-2-0-lite-reasoning-medium?format=md · llms.txt · agent skill