Gemma 4 31B (Non-reasoning) vs Nemotron 3.5 Lightning

Gemma 4 31B (Non-reasoning) vs Nemotron 3.5 Lightning. 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)Nemotron 3.5 LightningDifference
Intelligence (higher is better)13.912.9−7.2% Nemotron 3.5 Lightning is 7.2% less intelligent
Total AA cost (lower is better)Not reported$92.76— not comparable
End-to-end time (lower is better)9.95s8.97s−9.8% Nemotron 3.5 Lightning is 9.8% faster
Price per 1M tokens (in / out)$0.17 / $0.40$0.06 / $0.20
Input modalitiesText, Image, VideoText
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b-non-reasoning/nemotron-3-5-lightning · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/nemotron-3-5-lightning?format=md · llms.txt · agent skill