Gemma 4 12B (Reasoning) vs Qwen3.7 Max

Gemma 4 12B (Reasoning) vs Qwen3.7 Max. 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
-
AlibabaQwen3.7 MaxOff the frontier
Intelligence
29.50
Total cost
$2277
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)Qwen3.7 MaxDifference
Intelligence (higher is better)14.229.5+107.7% Qwen3.7 Max is 2.1× more intelligent
Total AA cost (lower is better)Not reported$2,277.12— not comparable
End-to-end time (lower is better)24.02s16.67s−30.6% Qwen3.7 Max is 30.6% faster
Price per 1M tokens (in / out)$0.10 / $0.30$2.50 / $7.50
Input modalitiesText, Image, Speech, VideoText
Open this matchup in the interactive pickerGemma 4 12B (Reasoning): what beats itQwen3.7 Max: 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/qwen3-7-max · Markdown: /api/v1/compare/gemma-4-12b/qwen3-7-max?format=md · llms.txt · agent skill