Gemma 4 12B (Non-reasoning) vs Grok 4.7 (Xhigh)

Gemma 4 12B (Non-reasoning) vs Grok 4.7 (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
-
SpaceXAIGrok 4.7 (Xhigh)Off the frontier
Intelligence
46.40
Total cost
$4967
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)Grok 4.7 (Xhigh)Difference
Intelligence (higher is better)9.446.4+393.6% Grok 4.7 (Xhigh) is 4.9× more intelligent
Total AA cost (lower is better)Not reported$4,967.35— not comparable
End-to-end time (lower is better)6.42s46.09s+617.9% Grok 4.7 (Xhigh) is 617.9% slower
Price per 1M tokens (in / out)$0.10 / $0.30$2.00 / $6.00
Input modalitiesText, Image, Speech, VideoText, Image
Open this matchup in the interactive pickerGemma 4 12B (Non-reasoning): what beats itGrok 4.7 (Xhigh): 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-non-reasoning/grok-4-7 · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/grok-4-7?format=md · llms.txt · agent skill