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

Gemma 4 12B (Reasoning) vs Muse Spark Open (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 Open (Xhigh)Difference
Intelligence (higher is better)14.238.9+173.9% Muse Spark Open (Xhig… is 2.7× more intelligent
Total AA cost (lower is better)Not reported$1,184.90— not comparable
End-to-end time (lower is better)24.15s17.34s−28.2% Muse Spark Open (Xhig… is 28.2% 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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