GPT-5.2 Instant vs Kimi K2

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

GPT-5.2 Instant is clearly ahead on the aggregate, 85 to 34. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.2 Instant's sharpest advantage is in coding, where it averages 75.5 against 12.8. The single biggest benchmark swing on the page is AIME 2023, 99 to 32.

GPT-5.2 Instant is the reasoning model in the pair, while Kimi K2 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use.

Quick Verdict

Pick GPT-5.2 Instant if you want the stronger benchmark profile. Kimi K2 only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.

Agentic

GPT-5.2 Instant

GPT-5.2 Instant

79.6

Kimi K2

29.3

83
Terminal-Bench 2.0
27
82
BrowseComp
36
74
OSWorld-Verified
27

Coding

GPT-5.2 Instant

GPT-5.2 Instant

75.5

Kimi K2

12.8

87
HumanEval
24
75
SWE-bench Verified
15
74
LiveCodeBench
12
77
SWE-bench Pro
13

Multimodal & Grounded

GPT-5.2 Instant

GPT-5.2 Instant

93.1

Kimi K2

39.5

94
MMMU-Pro
35
92
OfficeQA Pro
45

Reasoning

GPT-5.2 Instant

GPT-5.2 Instant

90.9

Kimi K2

40.9

95
SimpleQA
30
93
MuSR
28
96
BBH
61
89
LongBench v2
47
84
MRCRv2
50

Knowledge

GPT-5.2 Instant

GPT-5.2 Instant

79.8

Kimi K2

29.3

98
MMLU
32
97
GPQA
31
95
SuperGPQA
29
93
OpenBookQA
27
88
MMLU-Pro
51
43
HLE
3
91
FrontierScience
34

Instruction Following

GPT-5.2 Instant

GPT-5.2 Instant

95

Kimi K2

67

95
IFEval
67

Multilingual

GPT-5.2 Instant

GPT-5.2 Instant

94.4

Kimi K2

59.7

95
MGSM
61
94
MMLU-ProX
59

Mathematics

GPT-5.2 Instant

GPT-5.2 Instant

97.2

Kimi K2

42.7

99
AIME 2023
32
99
AIME 2024
34
98
AIME 2025
33
95
HMMT Feb 2023
28
97
HMMT Feb 2024
30
96
HMMT Feb 2025
29
96
BRUMO 2025
31
98
MATH-500
57

Frequently Asked Questions

Which is better, GPT-5.2 Instant or Kimi K2?

GPT-5.2 Instant is ahead overall, 85 to 34. The biggest single separator in this matchup is AIME 2023, where the scores are 99 and 32.

Which is better for knowledge tasks, GPT-5.2 Instant or Kimi K2?

GPT-5.2 Instant has the edge for knowledge tasks in this comparison, averaging 79.8 versus 29.3. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.2 Instant or Kimi K2?

GPT-5.2 Instant has the edge for coding in this comparison, averaging 75.5 versus 12.8. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.2 Instant or Kimi K2?

GPT-5.2 Instant has the edge for math in this comparison, averaging 97.2 versus 42.7. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, GPT-5.2 Instant or Kimi K2?

GPT-5.2 Instant has the edge for reasoning in this comparison, averaging 90.9 versus 40.9. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GPT-5.2 Instant or Kimi K2?

GPT-5.2 Instant has the edge for agentic tasks in this comparison, averaging 79.6 versus 29.3. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, GPT-5.2 Instant or Kimi K2?

GPT-5.2 Instant has the edge for multimodal and grounded tasks in this comparison, averaging 93.1 versus 39.5. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, GPT-5.2 Instant or Kimi K2?

GPT-5.2 Instant has the edge for instruction following in this comparison, averaging 95 versus 67. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, GPT-5.2 Instant or Kimi K2?

GPT-5.2 Instant has the edge for multilingual tasks in this comparison, averaging 94.4 versus 59.7. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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