Gemma 4 12B (Reasoning) vs Muse Spark 1.2 (Xhigh)

Gemma 4 12B (Reasoning) vs Muse Spark 1.2 (Xhigh). 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 (Reasoning)Muse Spark 1.2 (Xhigh)Difference
Intelligence (higher is better)14.239.6+178.9% Muse Spark 1.2 (Xhigh) is 2.8× more intelligent
Total AA cost (lower is better)Not reported$1,385.40— not comparable
End-to-end time (lower is better)24.02s20.60s−14.2% Muse Spark 1.2 (Xhigh) is 14.2% faster
Price per 1M tokens (in / out)$0.10 / $0.30$1.25 / $4.25
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/muse-spark-1-2 · Markdown: /api/v1/compare/gemma-4-12b/muse-spark-1-2?format=md · llms.txt · agent skill