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

Gemma 4 31B (Reasoning) vs GPT-6 Astra (High). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

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 (High)Difference
Intelligence (higher is better)Not reported54.8— not comparable
Total AA cost (lower is better)Not reported$3,204.00— not comparable
End-to-end time (lower is better)64.24s42.44s−33.9% GPT-6 Astra (High) is 33.9% faster
Price per 1M tokens (in / out)$0.00 / $0.00$10.0 / $50.0
Input modalitiesText, Image, VideoText, Image
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-high · Markdown: /api/v1/compare/gemma-4-31b/gpt-6-astra-high?format=md · llms.txt · agent skill