Gemma 4 31B (Reasoning) vs GPT-6 Astra (Xhigh)

Gemma 4 31B (Reasoning) vs GPT-6 Astra (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 31B (Reasoning)Not ranked · benchmark data missing
Intelligence
-
Total cost
-
OpenAIGPT-6 Astra (Xhigh)On the frontier
Intelligence
55.30
Total cost
$3746
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 31B (Reasoning)GPT-6 Astra (Xhigh)Difference
Intelligence (higher is better)Not reported55.3— not comparable
Total AA cost (lower is better)Not reported$3,746.22— not comparable
End-to-end time (lower is better)64.24s161.17s+150.9% GPT-6 Astra (Xhigh) is 150.9% slower
Price per 1M tokens (in / out)$0.00 / $0.00$10.0 / $50.0
Input modalitiesText, Image, VideoText, Image
Open this matchup in the interactive pickerGemma 4 31B (Reasoning): what beats itGPT-6 Astra (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-4-31b/gpt-6-astra-xhigh · Markdown: /api/v1/compare/gemma-4-31b/gpt-6-astra-xhigh?format=md · llms.txt · agent skill