Gemma 4 E4B (Reasoning) vs GPT-6 Sol (Non-reasoning)
Which is better for the money: Gemma 4 E4B (Reasoning) by Google or GPT-6 Sol (Non-reasoning) by OpenAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-25.
Trade-off
Verdict
Depends on your budget
GPT-6 Sol (Non-reasoning) scores 19.6 points higher (28.5 vs 8.9) but costs 31× as much to run the benchmark ($449 vs $14.7; mid-range vs budget cost classes). They are not alternatives at one budget: pick GPT-6 Sol (Non-reasoning) when you need intelligence above 8.9, and Gemma 4 E4B (Reasoning) when 8.9 is enough.
| Metric | Gemma 4 E4B (Reasoning) | GPT-6 Sol (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 8.9 | 28.5 | +220.2% GPT-6 Sol (Non-reason… is 3.2× more intelligent |
| Total AA cost (lower is better) | $14.68 | $449.37 | +2961.1% GPT-6 Sol (Non-reason… is 31× more expensive |
| End-to-end time (lower is better) | 56.02s | 5.83s | −89.6% GPT-6 Sol (Non-reason… is 89.6% faster |
| Price per 1M tokens (in / out) | $0.02 / $0.10 | $2.00 / $10.0 | |
| Input modalities | Text, Image, Speech, Video | Text, Image |
GPT-6 Sol (Non-reasoning) vs Gemma 4 E4B (Reasoning): 220.2% more intelligence, 2961.1% more cost to run the AA benchmark, and 89.6% faster end-to-end.
Today's Pareto frontier
Against the frontier
- Gemma 4 E4B (Reasoning) is off the frontier: at the same or lower cost, GPT-6 Luna (Low) scores 21.50 for $10.6.
- GPT-6 Sol (Non-reasoning) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Medium) scores 47.80 for $361.
Gemma 4 E4B (Reasoning)GPT-6 Sol (Non-reasoning)Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
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