Gemma 4 E2B (Reasoning) vs GPT-5.1 Codex (High)

Gemma 4 E2B (Reasoning) vs GPT-5.1 Codex (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 E2B (Reasoning)GPT-5.1 Codex (High)Difference
Intelligence (higher is better)7.823.7+203.8% GPT-5.1 Codex (High) is 3.0× more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)Not reported12.01s— not comparable
Price per 1M tokens (in / out)—$1.25 / $10.0
Input modalitiesText, Image, Speech, VideoText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-e2b/gpt-5-1-codex · Markdown: /api/v1/compare/gemma-4-e2b/gpt-5-1-codex?format=md · llms.txt · agent skill