Nova Pro vs GPT-4.1 nano

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

Nova Pro is clearly ahead on the aggregate, 40 to 23. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Nova Pro's sharpest advantage is in mathematics, where it averages 42.4 against 9.8. The single biggest benchmark swing on the page is MMLU, 41 to 80.1. GPT-4.1 nano does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.

GPT-4.1 nano gives you the larger context window at 1M, compared with 128K for Nova Pro.

Quick Verdict

Pick Nova Pro if you want the stronger benchmark profile. GPT-4.1 nano only becomes the better choice if knowledge is the priority or you need the larger 1M context window.

Knowledge

GPT-4.1 nano

Nova Pro

35.3

GPT-4.1 nano

65.2

41
MMLU
80.1
40
GPQA
50.3
38
SuperGPQA
-
36
OpenBookQA
-
53
MMLU-Pro
-
4
HLE
-

Coding

Nova Pro
33
HumanEval
-
19
SWE-bench Verified
-
14
LiveCodeBench
-

Mathematics

Nova Pro

Nova Pro

42.4

GPT-4.1 nano

9.8

41
AIME 2023
-
43
AIME 2024
9.8
42
AIME 2025
-
37
HMMT Feb 2023
-
39
HMMT Feb 2024
-
38
HMMT Feb 2025
-
40
BRUMO 2025
-
59
MATH-500
-

Reasoning

Nova Pro
39
SimpleQA
-
37
MuSR
-
63
BBH
-

Instruction Following

GPT-4.1 nano

Nova Pro

66

GPT-4.1 nano

83.2

66
IFEval
83.2

Multilingual

Nova Pro
61
MGSM
-

Frequently Asked Questions

Which is better, Nova Pro or GPT-4.1 nano?

Nova Pro is ahead overall, 40 to 23. The biggest single separator in this matchup is MMLU, where the scores are 41 and 80.1.

Which is better for knowledge tasks, Nova Pro or GPT-4.1 nano?

GPT-4.1 nano has the edge for knowledge tasks in this comparison, averaging 65.2 versus 35.3. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for math, Nova Pro or GPT-4.1 nano?

Nova Pro has the edge for math in this comparison, averaging 42.4 versus 9.8. Inside this category, AIME 2024 is the benchmark that creates the most daylight between them.

Which is better for instruction following, Nova Pro or GPT-4.1 nano?

GPT-4.1 nano has the edge for instruction following in this comparison, averaging 83.2 versus 66. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Last updated: March 9, 2026

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