Gemma 4 12B (Non-reasoning) vs Qwen3.8 Max

Gemma 4 12B (Non-reasoning) vs Qwen3.8 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 (Non-reasoning)Not ranked · benchmark data missing
Intelligence
9.40
Total cost
-
AlibabaQwen3.8 MaxOff the frontier
Intelligence
40.20
Total cost
$3172
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 (Non-reasoning)Qwen3.8 MaxDifference
Intelligence (higher is better)9.440.2+327.7% Qwen3.8 Max is 4.3× more intelligent
Total AA cost (lower is better)Not reported$3,172.37— not comparable
End-to-end time (lower is better)6.39s62.87s+883.9% Qwen3.8 Max is 883.9% slower
Price per 1M tokens (in / out)$0.10 / $0.30$2.00 / $6.00
Input modalitiesText, Image, Speech, VideoText, Image, Video
Open this matchup in the interactive pickerGemma 4 12B (Non-reasoning): what beats itQwen3.8 Max: 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-4-12b-non-reasoning/qwen3-8-max-0803 · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/qwen3-8-max-0803?format=md · llms.txt · agent skill