Gemma 4 12B (Reasoning) vs Qwen3 Coder Next

Gemma 4 12B (Reasoning) vs Qwen3 Coder Next. 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 Coder NextOff the frontier
Intelligence
10.10
Total cost
$476
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 Coder NextDifference
Intelligence (higher is better)14.210.1−28.9% Qwen3 Coder Next is 28.9% less intelligent
Total AA cost (lower is better)Not reported$476.03— not comparable
End-to-end time (lower is better)25.52s5.52s−78.4% Qwen3 Coder Next is 78.4% faster
Price per 1M tokens (in / out)$0.10 / $0.30$0.35 / $1.20
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerGemma 4 12B (Reasoning): what beats itQwen3 Coder Next: 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/qwen3-coder-next · Markdown: /api/v1/compare/gemma-4-12b/qwen3-coder-next?format=md · llms.txt · agent skill