Gemma 4 12B (Reasoning) vs GPT-5.2 (Non-reasoning)

Gemma 4 12B (Reasoning) vs GPT-5.2 (Non-reasoning). 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 (Reasoning)Not ranked · benchmark data missing
Intelligence
14.20
Total cost
-
OpenAIGPT-5.2 (Non-reasoning)Not ranked · benchmark data missing
Intelligence
17.00
Total cost
-
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)GPT-5.2 (Non-reasoning)Difference
Intelligence (higher is better)14.217.0+19.7% GPT-5.2 (Non-reasonin… is 19.7% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)24.01s8.32s−65.3% GPT-5.2 (Non-reasonin… is 65.3% faster
Price per 1M tokens (in / out)$0.10 / $0.30$1.75 / $14.0
Input modalitiesText, Image, Speech, VideoText, Image
Open this matchup in the interactive pickerGemma 4 12B (Reasoning): what beats itGPT-5.2 (Non-reasoning): 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/gpt-5-2-non-reasoning · Markdown: /api/v1/compare/gemma-4-12b/gpt-5-2-non-reasoning?format=md · llms.txt · agent skill