Gemma 4 E4B (Non-reasoning) vs GPT-5.3 Codex (Xhigh)

Gemma 4 E4B (Non-reasoning) vs GPT-5.3 Codex (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-5.3 Codex (Xhigh)Difference
Intelligence (higher is better)7.532.5+333.3% GPT-5.3 Codex (Xhigh) is 4.3× more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)11.06s60.49s+446.9% GPT-5.3 Codex (Xhigh) is 446.9% slower
Price per 1M tokens (in / out)$0.02 / $0.10$1.75 / $14.0
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-5-3-codex · Markdown: /api/v1/compare/gemma-4-e4b-non-reasoning/gpt-5-3-codex?format=md · llms.txt · agent skill