Gemma 4 31B (Non-reasoning) vs Llama 3.1 Instruct 8B

Gemma 4 31B (Non-reasoning) vs Llama 3.1 Instruct 8B. 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 (Non-reasoning)Not ranked · benchmark data missing
Intelligence
13.90
Total cost
-
MetaLlama 3.1 Instruct 8BNot ranked · benchmark data missing
Intelligence
6.90
Total cost
-
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 (Non-reasoning)Llama 3.1 Instruct 8BDifference
Intelligence (higher is better)13.96.9−50.4% Llama 3.1 Instruct 8B is 50.4% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)10.63s4.49s−57.8% Llama 3.1 Instruct 8B is 57.8% faster
Price per 1M tokens (in / out)$0.17 / $0.40$0.04 / $0.07
Input modalitiesText, Image, VideoText
Open this matchup in the interactive pickerGemma 4 31B (Non-reasoning): what beats itLlama 3.1 Instruct 8B: 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-non-reasoning/llama-3-1-instruct-8b · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/llama-3-1-instruct-8b?format=md · llms.txt · agent skill