Gemma 4 31B (Reasoning) vs Qwen3.8 27B (Xhigh)

Gemma 4 31B (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.

GoogleGemma 4 31B (Reasoning)Not ranked · benchmark data missing
Intelligence
-
Total cost
-
AlibabaQwen3.8 27B (Xhigh)Off the frontier
Intelligence
20.10
Total cost
$2390
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.

MetricGemma 4 31B (Reasoning)Qwen3.8 27B (Xhigh)Difference
Intelligence (higher is better)Not reported20.1— not comparable
Total AA cost (lower is better)Not reported$2,390.04— not comparable
End-to-end time (lower is better)64.23s68.66s+6.9% Qwen3.8 27B (Xhigh) is 6.9% slower
Price per 1M tokens (in / out)$0.00 / $0.00$0.50 / $3.00
Input modalitiesText, Image, VideoText, Image, Video
Open this matchup in the interactive pickerGemma 4 31B (Reasoning): what beats itQwen3.8 27B (Xhigh): what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b/qwen3-8-27b · Markdown: /api/v1/compare/gemma-4-31b/qwen3-8-27b?format=md · llms.txt · agent skill