benchlm.ai

Claude Sonnet 4.6 vs o1-preview

Side-by-side benchmark comparison across knowledge, coding, math, and reasoning.

Quick Verdict

Claude Sonnet 4.6 wins overall with a score of 80 vs 71 (9 point difference).Claude Sonnet 4.6 wins 4 out of 4 categories.

Claude Sonnet 4.6

CreatorAnthropic
TypeProprietary
Context1M
Score80

o1-preview

CreatorOpenAI
TypeProprietary
Context200K
Score71

Knowledge

Claude Sonnet 4.6

Claude Sonnet 4.6

96

o1-preview

89

99
MMLU
92
97
GPQA
90
95
SuperGPQA
88
93
OpenBookQA
86

Coding

Claude Sonnet 4.6

Claude Sonnet 4.6

93

o1-preview

86

93
HumanEval
86

Mathematics

Claude Sonnet 4.6

Claude Sonnet 4.6

97.1

o1-preview

93

99
AIME 2023
94
99
AIME 2024
96
98
AIME 2025
95
95
HMMT Feb 2023
90
97
HMMT Feb 2024
92
96
HMMT Feb 2025
91
96
BRUMO 2025
93

Reasoning

Claude Sonnet 4.6

Claude Sonnet 4.6

94

o1-preview

87

95
SimpleQA
88
93
MuSR
86

Frequently Asked Questions

Which is better, Claude Sonnet 4.6 or o1-preview?

Claude Sonnet 4.6 scores higher overall with 80 vs 71, a difference of 9 points across all benchmarks.

Which is better for knowledge tasks, Claude Sonnet 4.6 or o1-preview?

Claude Sonnet 4.6 leads in knowledge tasks with an average score of 96 vs 89.

Which is better for coding, Claude Sonnet 4.6 or o1-preview?

Claude Sonnet 4.6 leads in coding with an average score of 93 vs 86.

Which is better for math, Claude Sonnet 4.6 or o1-preview?

Claude Sonnet 4.6 leads in math with an average score of 97.1 vs 93.

Which is better for reasoning, Claude Sonnet 4.6 or o1-preview?

Claude Sonnet 4.6 leads in reasoning with an average score of 94 vs 87.

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