Claude Sonnet 4.6 (Non-reasoning, Low) vs Gemma 4 31B (Non-reasoning)

Claude Sonnet 4.6 (Non-reasoning, Low) vs Gemma 4 31B (Non-reasoning). 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.

MetricClaude Sonnet 4.6 (Non-reasoning, Low)Gemma 4 31B (Non-reasoning)Difference
Intelligence (higher is better)23.313.9−40.3% Gemma 4 31B (Non-reas… is 40.3% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)11.12s10.80s−2.9% Gemma 4 31B (Non-reas… is 2.9% faster
Price per 1M tokens (in / out)$3.00 / $15.0$0.17 / $0.40
Input modalitiesText, ImageText, Image, Video
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/claude-sonnet-4-6-non-reasoning-low-effort/gemma-4-31b-non-reasoning · Markdown: /api/v1/compare/claude-sonnet-4-6-non-reasoning-low-effort/gemma-4-31b-non-reasoning?format=md · llms.txt · agent skill