Gemma 4 31B (Non-reasoning) vs Qwen3.8 27B (Xhigh)
Gemma 4 31B (Non-reasoning) vs Qwen3.8 27B (Xhigh). 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.
| Metric | Gemma 4 31B (Non-reasoning) | Qwen3.8 27B (Xhigh) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 13.9 | 33.7 | +142.4% Qwen3.8 27B (Xhigh) is 2.4× more intelligent |
| Total AA cost (lower is better) | Not reported | $1,336.09 | — not comparable |
| End-to-end time (lower is better) | 9.95s | 59.76s | +500.6% Qwen3.8 27B (Xhigh) is 500.6% slower |
| Price per 1M tokens (in / out) | $0.17 / $0.40 | $0.50 / $3.00 | |
| Input modalities | Text, Image, Video | Text, Image, Video |
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b-non-reasoning/qwen3-8-27b · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/qwen3-8-27b?format=md · llms.txt · agent skill