GPT-5.2 Instant vs Kimi K2.5

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 60. 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 38.9. The single biggest benchmark swing on the page is LiveCodeBench, 74 to 37.

GPT-5.2 Instant is also the more expensive model on tokens at $1.50 input / $6.00 output per 1M tokens, versus $0.50 input / $2.80 output per 1M tokens for Kimi K2.5. That is roughly 2.1x on output cost alone. GPT-5.2 Instant is the reasoning model in the pair, while Kimi K2.5 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 K2.5 only becomes the better choice if you want the cheaper token bill or 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 K2.5

52.3

83
Terminal-Bench 2.0
51
82
BrowseComp
59
74
OSWorld-Verified
49

Coding

GPT-5.2 Instant

GPT-5.2 Instant

75.5

Kimi K2.5

38.9

87
HumanEval
69
75
SWE-bench Verified
42
74
LiveCodeBench
37
77
SWE-bench Pro
40

Multimodal & Grounded

GPT-5.2 Instant

GPT-5.2 Instant

93.1

Kimi K2.5

64.6

94
MMMU-Pro
61
92
OfficeQA Pro
69

Reasoning

GPT-5.2 Instant

GPT-5.2 Instant

90.9

Kimi K2.5

71.7

95
SimpleQA
74
93
MuSR
72
96
BBH
81
89
LongBench v2
67
84
MRCRv2
70

Knowledge

GPT-5.2 Instant

GPT-5.2 Instant

79.8

Kimi K2.5

57.2

98
MMLU
77
97
GPQA
76
95
SuperGPQA
74
93
OpenBookQA
72
88
MMLU-Pro
74
43
HLE
11
91
FrontierScience
67

Instruction Following

GPT-5.2 Instant

GPT-5.2 Instant

95

Kimi K2.5

85

95
IFEval
85

Multilingual

GPT-5.2 Instant

GPT-5.2 Instant

94.4

Kimi K2.5

79.8

95
MGSM
83
94
MMLU-ProX
78

Mathematics

GPT-5.2 Instant

GPT-5.2 Instant

97.2

Kimi K2.5

78.7

99
AIME 2023
77
99
AIME 2024
79
98
AIME 2025
78
95
HMMT Feb 2023
73
97
HMMT Feb 2024
75
96
HMMT Feb 2025
74
96
BRUMO 2025
76
98
MATH-500
82

Frequently Asked Questions

Which is better, GPT-5.2 Instant or Kimi K2.5?

GPT-5.2 Instant is ahead overall, 85 to 60. The biggest single separator in this matchup is LiveCodeBench, where the scores are 74 and 37.

Which is better for knowledge tasks, GPT-5.2 Instant or Kimi K2.5?

GPT-5.2 Instant has the edge for knowledge tasks in this comparison, averaging 79.8 versus 57.2. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.2 Instant or Kimi K2.5?

GPT-5.2 Instant has the edge for coding in this comparison, averaging 75.5 versus 38.9. Inside this category, LiveCodeBench is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.2 Instant or Kimi K2.5?

GPT-5.2 Instant has the edge for math in this comparison, averaging 97.2 versus 78.7. 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 K2.5?

GPT-5.2 Instant has the edge for reasoning in this comparison, averaging 90.9 versus 71.7. Inside this category, LongBench v2 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GPT-5.2 Instant or Kimi K2.5?

GPT-5.2 Instant has the edge for agentic tasks in this comparison, averaging 79.6 versus 52.3. 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 K2.5?

GPT-5.2 Instant has the edge for multimodal and grounded tasks in this comparison, averaging 93.1 versus 64.6. 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 K2.5?

GPT-5.2 Instant has the edge for instruction following in this comparison, averaging 95 versus 85. 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 K2.5?

GPT-5.2 Instant has the edge for multilingual tasks in this comparison, averaging 94.4 versus 79.8. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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