GPT-5.3 Instant vs GLM-4.7

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

GPT-5.3 Instant is clearly ahead on the aggregate, 87 to 67. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.3 Instant's sharpest advantage is in coding, where it averages 78.7 against 46.6. The single biggest benchmark swing on the page is SWE-bench Verified, 76 to 43.

GLM-4.7 gives you the larger context window at 200K, compared with 128K for GPT-5.3 Instant.

Quick Verdict

Pick GPT-5.3 Instant if you want the stronger benchmark profile. GLM-4.7 only becomes the better choice if you need the larger 200K context window.

Agentic

GPT-5.3 Instant

GPT-5.3 Instant

82.9

GLM-4.7

66.1

86
Terminal-Bench 2.0
67
82
BrowseComp
72
80
OSWorld-Verified
61

Coding

GPT-5.3 Instant

GPT-5.3 Instant

78.7

GLM-4.7

46.6

88
HumanEval
78
76
SWE-bench Verified
43
75
LiveCodeBench
43
83
SWE-bench Pro
51

Multimodal & Grounded

GPT-5.3 Instant

GPT-5.3 Instant

95

GLM-4.7

70.5

95
MMMU-Pro
66
95
OfficeQA Pro
76

Reasoning

GPT-5.3 Instant

GPT-5.3 Instant

94.2

GLM-4.7

80.2

96
SimpleQA
82
94
MuSR
80
97
BBH
84
92
LongBench v2
79
94
MRCRv2
78

Knowledge

GPT-5.3 Instant

GPT-5.3 Instant

80.8

GLM-4.7

61.8

99
MMLU
86
98
GPQA
84
96
SuperGPQA
82
94
OpenBookQA
80
89
MMLU-Pro
74
44
HLE
16
92
FrontierScience
72

Instruction Following

GPT-5.3 Instant

GPT-5.3 Instant

96

GLM-4.7

85

96
IFEval
85

Multilingual

GPT-5.3 Instant

GPT-5.3 Instant

93.4

GLM-4.7

79.1

96
MGSM
81
92
MMLU-ProX
78

Mathematics

GPT-5.3 Instant

GPT-5.3 Instant

97.2

GLM-4.7

85

99
AIME 2023
86
99
AIME 2024
88
98
AIME 2025
87
95
HMMT Feb 2023
82
97
HMMT Feb 2024
84
96
HMMT Feb 2025
83
96
BRUMO 2025
85
98
MATH-500
85

Frequently Asked Questions

Which is better, GPT-5.3 Instant or GLM-4.7?

GPT-5.3 Instant is ahead overall, 87 to 67. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 76 and 43.

Which is better for knowledge tasks, GPT-5.3 Instant or GLM-4.7?

GPT-5.3 Instant has the edge for knowledge tasks in this comparison, averaging 80.8 versus 61.8. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.3 Instant or GLM-4.7?

GPT-5.3 Instant has the edge for coding in this comparison, averaging 78.7 versus 46.6. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.3 Instant or GLM-4.7?

GPT-5.3 Instant has the edge for math in this comparison, averaging 97.2 versus 85. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, GPT-5.3 Instant or GLM-4.7?

GPT-5.3 Instant has the edge for reasoning in this comparison, averaging 94.2 versus 80.2. Inside this category, MRCRv2 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GPT-5.3 Instant or GLM-4.7?

GPT-5.3 Instant has the edge for agentic tasks in this comparison, averaging 82.9 versus 66.1. 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-5.3 Instant or GLM-4.7?

GPT-5.3 Instant has the edge for multimodal and grounded tasks in this comparison, averaging 95 versus 70.5. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, GPT-5.3 Instant or GLM-4.7?

GPT-5.3 Instant has the edge for instruction following in this comparison, averaging 96 versus 85. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, GPT-5.3 Instant or GLM-4.7?

GPT-5.3 Instant has the edge for multilingual tasks in this comparison, averaging 93.4 versus 79.1. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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