Agnes 2.5 Pro Beta vs Gemma 4 E2B (Non-reasoning)

Agnes 2.5 Pro Beta vs Gemma 4 E2B (Non-reasoning). 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.

MetricAgnes 2.5 Pro BetaGemma 4 E2B (Non-reasoning)Difference
Intelligence (higher is better)35.26.5−81.5% Gemma 4 E2B (Non-reas… is 81.5% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)22.95sNot reported— not comparable
Price per 1M tokens (in / out)$0.10 / $0.30—
Input modalitiesText, ImageText, Image, Speech, Video
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/agnes-2-5-pro-beta/gemma-4-e2b-non-reasoning · Markdown: /api/v1/compare/agnes-2-5-pro-beta/gemma-4-e2b-non-reasoning?format=md · llms.txt · agent skill