Gemma 4 E4B (Non-reasoning) vs GPT-6 Astra (Xhigh)

Gemma 4 E4B (Non-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.

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 E4B (Non-reasoning)GPT-6 Astra (Xhigh)Difference
Intelligence (higher is better)7.552.4+598.7% GPT-6 Astra (Xhigh) is 7.0× more intelligent
Total AA cost (lower is better)Not reported$3,802.98— not comparable
End-to-end time (lower is better)11.40s158.64s+1291.6% GPT-6 Astra (Xhigh) is 1291.6% slower
Price per 1M tokens (in / out)$0.02 / $0.10$10.0 / $50.0
Input modalitiesText, Image, Speech, 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-e4b-non-reasoning/gpt-6-astra-xhigh · Markdown: /api/v1/compare/gemma-4-e4b-non-reasoning/gpt-6-astra-xhigh?format=md · llms.txt · agent skill