Gemma 4 12B (Non-reasoning) vs LongCat 2.0

Gemma 4 12B (Non-reasoning) vs LongCat 2.0. 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
-
LongCatLongCat 2.0Off the frontier
Intelligence
19.10
Total cost
$545
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)LongCat 2.0Difference
Intelligence (higher is better)9.419.1+103.2% LongCat 2.0 is 2.0× more intelligent
Total AA cost (lower is better)Not reported$544.74— not comparable
End-to-end time (lower is better)6.52s35.69s+447.4% LongCat 2.0 is 447.4% slower
Price per 1M tokens (in / out)$0.10 / $0.30$0.75 / $2.95
Input modalitiesText, Image, Speech, VideoText
Open this matchup in the interactive pickerGemma 4 12B (Non-reasoning): what beats itLongCat 2.0: 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/longcat-2-0 · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/longcat-2-0?format=md · llms.txt · agent skill