GPT-5.2 Instant vs GLM-4.5-Air

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 35. 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 14.6. The single biggest benchmark swing on the page is AIME 2023, 99 to 35.

GPT-5.2 Instant is the reasoning model in the pair, while GLM-4.5-Air 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. GLM-4.5-Air 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

GLM-4.5-Air

30.3

83
Terminal-Bench 2.0
28
82
BrowseComp
37
74
OSWorld-Verified
28

Coding

GPT-5.2 Instant

GPT-5.2 Instant

75.5

GLM-4.5-Air

14.6

87
HumanEval
27
75
SWE-bench Verified
15
74
LiveCodeBench
15
77
SWE-bench Pro
14

Multimodal & Grounded

GPT-5.2 Instant

GPT-5.2 Instant

93.1

GLM-4.5-Air

39.6

94
MMMU-Pro
36
92
OfficeQA Pro
44

Reasoning

GPT-5.2 Instant

GPT-5.2 Instant

90.9

GLM-4.5-Air

42.6

95
SimpleQA
33
93
MuSR
31
96
BBH
63
89
LongBench v2
47
84
MRCRv2
51

Knowledge

GPT-5.2 Instant

GPT-5.2 Instant

79.8

GLM-4.5-Air

31.1

98
MMLU
35
97
GPQA
34
95
SuperGPQA
32
93
OpenBookQA
30
88
MMLU-Pro
51
43
HLE
4
91
FrontierScience
37

Instruction Following

GPT-5.2 Instant

GPT-5.2 Instant

95

GLM-4.5-Air

68

95
IFEval
68

Multilingual

GPT-5.2 Instant

GPT-5.2 Instant

94.4

GLM-4.5-Air

59.1

95
MGSM
63
94
MMLU-ProX
57

Mathematics

GPT-5.2 Instant

GPT-5.2 Instant

97.2

GLM-4.5-Air

44.4

99
AIME 2023
35
99
AIME 2024
37
98
AIME 2025
36
95
HMMT Feb 2023
31
97
HMMT Feb 2024
33
96
HMMT Feb 2025
32
96
BRUMO 2025
34
98
MATH-500
57

Frequently Asked Questions

Which is better, GPT-5.2 Instant or GLM-4.5-Air?

GPT-5.2 Instant is ahead overall, 85 to 35. The biggest single separator in this matchup is AIME 2023, where the scores are 99 and 35.

Which is better for knowledge tasks, GPT-5.2 Instant or GLM-4.5-Air?

GPT-5.2 Instant has the edge for knowledge tasks in this comparison, averaging 79.8 versus 31.1. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.2 Instant or GLM-4.5-Air?

GPT-5.2 Instant has the edge for coding in this comparison, averaging 75.5 versus 14.6. 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 GLM-4.5-Air?

GPT-5.2 Instant has the edge for math in this comparison, averaging 97.2 versus 44.4. 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 GLM-4.5-Air?

GPT-5.2 Instant has the edge for reasoning in this comparison, averaging 90.9 versus 42.6. 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 GLM-4.5-Air?

GPT-5.2 Instant has the edge for agentic tasks in this comparison, averaging 79.6 versus 30.3. 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 GLM-4.5-Air?

GPT-5.2 Instant has the edge for multimodal and grounded tasks in this comparison, averaging 93.1 versus 39.6. 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 GLM-4.5-Air?

GPT-5.2 Instant has the edge for instruction following in this comparison, averaging 95 versus 68. 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 GLM-4.5-Air?

GPT-5.2 Instant has the edge for multilingual tasks in this comparison, averaging 94.4 versus 59.1. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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