Gemma 4 12B (Non-reasoning) vs Qwen3 Omni 30B A3B (Reasoning)

Gemma 4 12B (Non-reasoning) vs Qwen3 Omni 30B A3B (Reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

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 Omni 30B A3B (Reasoning)Difference
Intelligence (higher is better)9.47.8−17.0% Qwen3 Omni 30B A3B (R… is 17.0% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)6.37s26.38s+314.1% Qwen3 Omni 30B A3B (R… is 314.1% slower
Price per 1M tokens (in / out)$0.10 / $0.30$0.25 / $0.97
Input modalitiesText, Image, Speech, VideoText, Image, Speech, Video
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-omni-30b-a3b-reasoning · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/qwen3-omni-30b-a3b-reasoning?format=md · llms.txt · agent skill