Claude 4 Sonnet (Non-reasoning) vs Claude 4 Sonnet (Reasoning)

Claude 4 Sonnet (Non-reasoning) vs Claude 4 Sonnet (Reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

AnthropicClaude 4 Sonnet (Non-reasoning)Not ranked · benchmark data missing
Intelligence
16.60
Total cost
-
AnthropicClaude 4 Sonnet (Reasoning)Not ranked · benchmark data missing
Intelligence
18.90
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.

MetricClaude 4 Sonnet (Non-reasoning)Claude 4 Sonnet (Reasoning)Difference
Intelligence (higher is better)16.618.9+13.9% Claude 4 Sonnet (Reas… is 13.9% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)Not reportedNot reported— not comparable
Input modalitiesText, ImageText, Image
Open this matchup in the interactive pickerClaude 4 Sonnet (Non-reasoning): what beats itClaude 4 Sonnet (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-4-sonnet/claude-4-sonnet-thinking · Markdown: /api/v1/compare/claude-4-sonnet/claude-4-sonnet-thinking?format=md · llms.txt · agent skill