Claude Sonnet 5 (Xhigh) vs DeepSeek V3.1 (Non-reasoning)

Claude Sonnet 5 (Xhigh) vs DeepSeek V3.1 (Non-reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

AnthropicClaude Sonnet 5 (Xhigh)Off the frontier
Intelligence
34.40
Total cost
$3255
DeepSeekDeepSeek V3.1 (Non-reasoning)Not ranked · benchmark data missing
Intelligence
13.70
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.

MetricClaude Sonnet 5 (Xhigh)DeepSeek V3.1 (Non-reasoning)Difference
Intelligence (higher is better)34.413.7−60.2% DeepSeek V3.1 (Non-re… is 60.2% less intelligent
Total AA cost (lower is better)$3,255.40Not reported— not comparable
End-to-end time (lower is better)26.92s6.51s−75.8% DeepSeek V3.1 (Non-re… is 75.8% faster
Price per 1M tokens (in / out)$2.00 / $10.0$0.56 / $1.68
Input modalitiesText, ImageText
Open this matchup in the interactive pickerClaude Sonnet 5 (Xhigh): what beats itDeepSeek V3.1 (Non-reasoning): what beats it
Matchup

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