Gemma 4 12B (Reasoning) vs Beam 1.0

Gemma 4 12B (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 12B (Reasoning)Not ranked · benchmark data missing
Intelligence
14.20
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 12B (Reasoning)Beam 1.0Difference
Intelligence (higher is better)14.230.3+113.4% Beam 1.0 is 2.1× more intelligent
Total AA cost (lower is better)Not reported$318.73— not comparable
End-to-end time (lower is better)24.01s8.02s−66.6% Beam 1.0 is 66.6% faster
Price per 1M tokens (in / out)$0.10 / $0.30$0.40 / $1.20
Input modalitiesText, Image, Speech, VideoText
Open this matchup in the interactive pickerGemma 4 12B (Reasoning): what beats itBeam 1.0: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b/reflection-beam · Markdown: /api/v1/compare/gemma-4-12b/reflection-beam?format=md · llms.txt · agent skill