Gemma 4 31B (Non-reasoning) vs Beam 1.0

Gemma 4 31B (Non-reasoning) vs Beam 1.0. 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)Not ranked · benchmark data missing
Intelligence
13.90
Total cost
-
ReflectionBeam 1.0Off the frontier
Intelligence
30.30
Total cost
$319
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)Beam 1.0Difference
Intelligence (higher is better)13.930.3+118.0% Beam 1.0 is 2.2× more intelligent
Total AA cost (lower is better)Not reported$318.73— not comparable
End-to-end time (lower is better)10.57s7.56s−28.5% Beam 1.0 is 28.5% faster
Price per 1M tokens (in / out)$0.17 / $0.40$0.40 / $1.20
Input modalitiesText, Image, VideoText
Open this matchup in the interactive pickerGemma 4 31B (Non-reasoning): what beats itBeam 1.0: what beats it
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/reflection-beam · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/reflection-beam?format=md · llms.txt · agent skill