DeepSeek V4 Pro 0813 (Non-reasoning) vs Llama 3.1 Instruct 8B

DeepSeek V4 Pro 0813 (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.

DeepSeekDeepSeek V4 Pro 0813 (Non-reasoning)Off the frontier
Intelligence
20.40
Total cost
$451
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.

MetricDeepSeek V4 Pro 0813 (Non-reasoning)Llama 3.1 Instruct 8BDifference
Intelligence (higher is better)20.46.9−66.2% Llama 3.1 Instruct 8B is 66.2% less intelligent
Total AA cost (lower is better)$450.76Not reported— not comparable
End-to-end time (lower is better)6.74s4.49s−33.4% Llama 3.1 Instruct 8B is 33.4% faster
Price per 1M tokens (in / out)$1.32 / $3.96$0.04 / $0.07
Input modalitiesTextText
Open this matchup in the interactive pickerDeepSeek V4 Pro 0813 (Non-reasoning): what beats itLlama 3.1 Instruct 8B: what beats it
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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v4-pro-non-reasoning/llama-3-1-instruct-8b · Markdown: /api/v1/compare/deepseek-v4-pro-non-reasoning/llama-3-1-instruct-8b?format=md · llms.txt · agent skill