Claude 3 Haiku vs GPT-4.1 mini

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

Claude 3 Haiku is clearly ahead on the aggregate, 51 to 35. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Claude 3 Haiku's sharpest advantage is in mathematics, where it averages 57 against 23.1. The single biggest benchmark swing on the page is AIME 2024, 58 to 23.1. GPT-4.1 mini does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.

GPT-4.1 mini gives you the larger context window at 1M, compared with 200K for Claude 3 Haiku.

Quick Verdict

Pick Claude 3 Haiku if you want the stronger benchmark profile. GPT-4.1 mini only becomes the better choice if knowledge is the priority or you need the larger 1M context window.

Knowledge

GPT-4.1 mini

Claude 3 Haiku

47.2

GPT-4.1 mini

75.9

56
MMLU
87.5
56
GPQA
64.2
54
SuperGPQA
-
52
OpenBookQA
-
63
MMLU-Pro
-
2
HLE
-

Coding

Claude 3 Haiku

Claude 3 Haiku

28.3

GPT-4.1 mini

23.6

48
HumanEval
-
17
SWE-bench Verified
23.6
20
LiveCodeBench
-

Mathematics

Claude 3 Haiku

Claude 3 Haiku

57

GPT-4.1 mini

23.1

56
AIME 2023
-
58
AIME 2024
23.1
57
AIME 2025
-
52
HMMT Feb 2023
-
54
HMMT Feb 2024
-
53
HMMT Feb 2025
-
55
BRUMO 2025
-
71
MATH-500
-

Reasoning

Claude 3 Haiku
54
SimpleQA
-
52
MuSR
-
74
BBH
-

Instruction Following

GPT-4.1 mini

Claude 3 Haiku

76

GPT-4.1 mini

88.5

76
IFEval
88.5

Multilingual

Claude 3 Haiku
73
MGSM
-

Frequently Asked Questions

Which is better, Claude 3 Haiku or GPT-4.1 mini?

Claude 3 Haiku is ahead overall, 51 to 35. The biggest single separator in this matchup is AIME 2024, where the scores are 58 and 23.1.

Which is better for knowledge tasks, Claude 3 Haiku or GPT-4.1 mini?

GPT-4.1 mini has the edge for knowledge tasks in this comparison, averaging 75.9 versus 47.2. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Claude 3 Haiku or GPT-4.1 mini?

Claude 3 Haiku has the edge for coding in this comparison, averaging 28.3 versus 23.6. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.

Which is better for math, Claude 3 Haiku or GPT-4.1 mini?

Claude 3 Haiku has the edge for math in this comparison, averaging 57 versus 23.1. Inside this category, AIME 2024 is the benchmark that creates the most daylight between them.

Which is better for instruction following, Claude 3 Haiku or GPT-4.1 mini?

GPT-4.1 mini has the edge for instruction following in this comparison, averaging 88.5 versus 76. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Last updated: March 9, 2026

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