Gemini 3.1 Pro Preview vs Qwen3.8 27B (Non-reasoning)
Which is better for the money: Gemini 3.1 Pro Preview by Google or Qwen3.8 27B (Non-reasoning) by Alibaba? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-26.
Trade-off
Verdict
Depends on your budget
Gemini 3.1 Pro Preview scores 9.5 points higher (29.7 vs 20.2) but costs 1.0× as much to run the benchmark ($2072 vs $2022; both flagship class). Pick Gemini 3.1 Pro Preview when the extra intelligence is worth the premium, otherwise Qwen3.8 27B (Non-reasoning).
| Metric | Gemini 3.1 Pro Preview | Qwen3.8 27B (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 29.7 | 20.2 | −32.0% Qwen3.8 27B (Non-reas… is 32.0% less intelligent |
| Total AA cost (lower is better) | $2,072.49 | $2,022.49 | −2.4% Qwen3.8 27B (Non-reas… is 2.4% cheaper |
| End-to-end time (lower is better) | 28.29s | 14.28s | −49.5% Qwen3.8 27B (Non-reas… is 49.5% faster |
| Price per 1M tokens (in / out) | $2.00 / $12.0 | $0.50 / $3.00 | |
| Input modalities | Text, Image, Speech, Video | Text, Image, Video |
Qwen3.8 27B (Non-reasoning) vs Gemini 3.1 Pro Preview: 32.0% less intelligence, 2.4% less cost to run the AA benchmark, and 49.5% faster end-to-end.
Today's Pareto frontier
Against the frontier
- Gemini 3.1 Pro Preview is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
- Qwen3.8 27B (Non-reasoning) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
Gemini 3.1 Pro PreviewQwen3.8 27B (Non-reasoning)Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-3-1-pro-preview/qwen3-8-27b-non-reasoning · Markdown: /api/v1/compare/gemini-3-1-pro-preview/qwen3-8-27b-non-reasoning?format=md · llms.txt · agent skill