Gemma 4 31B (Reasoning) vs Step 5 Preview

Gemma 4 31B (Reasoning) vs Step 5 Preview. 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 (Reasoning)Not ranked · benchmark data missing
Intelligence
-
Total cost
-
StepFunStep 5 PreviewOff the frontier
Intelligence
28.50
Total cost
$1644
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 (Reasoning)Step 5 PreviewDifference
Intelligence (higher is better)Not reported28.5— not comparable
Total AA cost (lower is better)Not reported$1,643.75— not comparable
End-to-end time (lower is better)64.24s14.73s−77.1% Step 5 Preview is 77.1% faster
Price per 1M tokens (in / out)$0.00 / $0.00$1.00 / $2.70
Input modalitiesText, Image, VideoText, Image
Open this matchup in the interactive pickerGemma 4 31B (Reasoning): what beats itStep 5 Preview: 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/step-5 · Markdown: /api/v1/compare/gemma-4-31b/step-5?format=md · llms.txt · agent skill