Claude Sonnet 5.5 (High, Default Fallback) vs Gemma 4 E4B (Reasoning)
Which is better for the money: Claude Sonnet 5.5 (High, Default Fallback) by Anthropic or Gemma 4 E4B (Reasoning) by Google? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-24.
Depends on your budget
Claude Sonnet 5.5 (High, Default Fallba… scores 37.9 points higher (46.8 vs 8.9) but costs 70× as much to run the benchmark ($1027 vs $14.7; premium vs budget cost classes). They are not alternatives at one budget: pick Claude Sonnet 5.5 (High, Default Fallba… when you need intelligence above 8.9, and Gemma 4 E4B (Reasoning) when 8.9 is enough.
| Metric | Claude Sonnet 5.5 (High, Default Fallback) | Gemma 4 E4B (Reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 46.8 | 8.9 | −81.0% Gemma 4 E4B (Reasonin… is 81.0% less intelligent |
| Total AA cost (lower is better) | $1,027.40 | $14.68 | −98.6% Gemma 4 E4B (Reasonin… is 98.6% cheaper |
| End-to-end time (lower is better) | 14.89s | 57.75s | +287.8% Gemma 4 E4B (Reasonin… is 287.8% slower |
| Price per 1M tokens (in / out) | $2.00 / $10.0 | $0.02 / $0.10 | |
| Input modalities | Text, Image | Text, Image, Speech, Video |
Gemma 4 E4B (Reasoning) vs Claude Sonnet 5.5 (High, Default Fallback): 81.0% less intelligence, 98.6% less cost to run the AA benchmark, and 287.8% slower end-to-end.
Against the frontier
- Claude Sonnet 5.5 (High, Default Fallback) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
- Gemma 4 E4B (Reasoning) is off the frontier: at the same or lower cost, GPT-6 Luna (Low) scores 21.50 for $10.6.
Compare something else
Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/claude-sonnet-5-5-high/gemma-4-e4b · Markdown: /api/v1/compare/claude-sonnet-5-5-high/gemma-4-e4b?format=md · llms.txt · agent skill