DeepSeek V3.1 (Non-reasoning) vs Step 5 Preview

DeepSeek V3.1 (Non-reasoning) vs Step 5 Preview. 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.

MetricDeepSeek V3.1 (Non-reasoning)Step 5 PreviewDifference
Intelligence (higher is better)13.743.7+219.0% Step 5 Preview is 3.2× more intelligent
Total AA cost (lower is better)Not reported$1,190.26— not comparable
End-to-end time (lower is better)6.55s12.06s+84.1% Step 5 Preview is 84.1% slower
Price per 1M tokens (in / out)$0.56 / $1.68$1.00 / $2.70
Input modalitiesTextText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v3-1/step-5 · Markdown: /api/v1/compare/deepseek-v3-1/step-5?format=md · llms.txt · agent skill