AnthropicClaude Sonnet 4.6VSOpenAIGPT-5.4 nano
Our Take
Standardized reasoning and coding benchmarks are currently pending verification for one or both of these models. We recommend testing Claude Sonnet 4.6 and GPT-5.4 nano directly in their respective provider playgrounds to see which fits your specific prompt styles best.
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Benchmarks & Scores
Coding (swe-bench-pro)
N/Acomplex codebases, multi-file repositories, and architectural planning
Reasoning (gpqa-diamond)
79.9%graduate-level science QA
Cost & Context
Cost (per 1M tokens)
$6.00Input: $3.00 | Output: $15.00Context WindowLarger
1.05M tokensBenchmarks & Scores
Coding (swe-bench-pro)
52.4%complex codebases, multi-file repositories, and architectural planning
Reasoning (gpqa-diamond)Winner (+2.9%)
82.8%graduate-level science QA
Cost & Context
Cost (per 1M tokens)13.0x cheaper
$0.46Input: $0.20 | Output: $1.25Context Window
400k tokensFrequently Asked Questions about Claude Sonnet 4.6 vs GPT-5.4 nano
GPT-5.4 nano is cheaper than Claude Sonnet 4.6. GPT-5.4 nano has a blended cost of $0.46/1M tokens, which is about 13.0x cheaper than Claude Sonnet 4.6 at $6.00/1M tokens.
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