Gemma 4 12B (Non-reasoning) vs Muse Spark Open (Xhigh)

Gemma 4 12B (Non-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.

GoogleGemma 4 12B (Non-reasoning)Not ranked · benchmark data missing
Intelligence
9.40
Total cost
-
MetaMuse Spark Open (Xhigh)Off the frontier
Intelligence
38.90
Total cost
$1185
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)Muse Spark Open (Xhigh)Difference
Intelligence (higher is better)9.438.9+313.8% Muse Spark Open (Xhig… is 4.1× more intelligent
Total AA cost (lower is better)Not reported$1,184.90— not comparable
End-to-end time (lower is better)6.52s17.34s+166.0% Muse Spark Open (Xhig… is 166.0% slower
Price per 1M tokens (in / out)$0.10 / $0.30$1.25 / $4.25
Input modalitiesText, Image, Speech, VideoText, Image, Speech, Video
Open this matchup in the interactive pickerGemma 4 12B (Non-reasoning): what beats itMuse Spark Open (Xhigh): what beats it
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