Gemma 4 31B (Non-reasoning) vs Nova Micro

Gemma 4 31B (Non-reasoning) vs Nova Micro. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

GoogleGemma 4 31B (Non-reasoning)Off the frontier
Intelligence
22.30
Total cost
$32.8
AmazonNova MicroNot ranked · benchmark data missing
Intelligence
4.40
Total cost
-
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)Nova MicroDifference
Intelligence (higher is better)22.34.4−80.3% Nova Micro is 80.3% less intelligent
Total AA cost (lower is better)$32.80Not reported— not comparable
End-to-end time (lower is better)10.29s2.76s−73.2% Nova Micro is 73.2% faster
Price per 1M tokens (in / out)$0.15 / $0.40$0.04 / $0.14
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerGemma 4 31B (Non-reasoning): what beats itNova Micro: what beats it
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/nova-micro · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/nova-micro?format=md · llms.txt · agent skill