Claude Sonnet 4.6 vs Z-1

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 43 (37 point difference).Claude Sonnet 4.6 wins 4 out of 4 categories.

Knowledge

Claude Sonnet 4.6

Claude Sonnet 4.6

96

Z-1

49.8

99
MMLU
52
97
GPQA
51
95
SuperGPQA
49
93
OpenBookQA
47

Coding

Claude Sonnet 4.6

Claude Sonnet 4.6

93

Z-1

44

93
HumanEval
44

Mathematics

Claude Sonnet 4.6

Claude Sonnet 4.6

97.1

Z-1

51

99
AIME 2023
52
99
AIME 2024
54
98
AIME 2025
53
95
HMMT Feb 2023
48
97
HMMT Feb 2024
50
96
HMMT Feb 2025
49
96
BRUMO 2025
51

Reasoning

Claude Sonnet 4.6

Claude Sonnet 4.6

94

Z-1

49

95
SimpleQA
50
93
MuSR
48

Frequently Asked Questions

Which is better, Claude Sonnet 4.6 or Z-1?

Claude Sonnet 4.6 scores higher overall with 80 vs 43, a difference of 37 points across all benchmarks.

Which is better for knowledge tasks, Claude Sonnet 4.6 or Z-1?

Claude Sonnet 4.6 leads in knowledge tasks with an average score of 96 vs 49.8.

Which is better for coding, Claude Sonnet 4.6 or Z-1?

Claude Sonnet 4.6 leads in coding with an average score of 93 vs 44.

Which is better for math, Claude Sonnet 4.6 or Z-1?

Claude Sonnet 4.6 leads in math with an average score of 97.1 vs 51.

Which is better for reasoning, Claude Sonnet 4.6 or Z-1?

Claude Sonnet 4.6 leads in reasoning with an average score of 94 vs 49.