GPT-5.3 Instant vs GLM-4.7-Flash

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 62. 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 45.9. The single biggest benchmark swing on the page is MMMU-Pro, 95 to 58.

GLM-4.7-Flash 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-Flash 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-Flash

61.3

86
Terminal-Bench 2.0
64
82
BrowseComp
63
80
OSWorld-Verified
57

Coding

GPT-5.3 Instant

GPT-5.3 Instant

78.7

GLM-4.7-Flash

45.9

88
HumanEval
58
76
SWE-bench Verified
40
75
LiveCodeBench
45
83
SWE-bench Pro
48

Multimodal & Grounded

GPT-5.3 Instant

GPT-5.3 Instant

95

GLM-4.7-Flash

62.5

95
MMMU-Pro
58
95
OfficeQA Pro
68

Reasoning

GPT-5.3 Instant

GPT-5.3 Instant

94.2

GLM-4.7-Flash

69.7

96
SimpleQA
63
94
MuSR
61
97
BBH
86
92
LongBench v2
72
94
MRCRv2
76

Knowledge

GPT-5.3 Instant

GPT-5.3 Instant

80.8

GLM-4.7-Flash

54.1

99
MMLU
66
98
GPQA
65
96
SuperGPQA
63
94
OpenBookQA
61
89
MMLU-Pro
74
44
HLE
15
92
FrontierScience
63

Instruction Following

GPT-5.3 Instant

GPT-5.3 Instant

96

GLM-4.7-Flash

84

96
IFEval
84

Multilingual

GPT-5.3 Instant

GPT-5.3 Instant

93.4

GLM-4.7-Flash

81.8

96
MGSM
85
92
MMLU-ProX
80

Mathematics

GPT-5.3 Instant

GPT-5.3 Instant

97.2

GLM-4.7-Flash

74

99
AIME 2023
66
99
AIME 2024
68
98
AIME 2025
67
95
HMMT Feb 2023
62
97
HMMT Feb 2024
64
96
HMMT Feb 2025
63
96
BRUMO 2025
65
98
MATH-500
85

Frequently Asked Questions

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

GPT-5.3 Instant is ahead overall, 87 to 62. The biggest single separator in this matchup is MMMU-Pro, where the scores are 95 and 58.

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

GPT-5.3 Instant has the edge for knowledge tasks in this comparison, averaging 80.8 versus 54.1. Inside this category, MMLU is the benchmark that creates the most daylight between them.

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

GPT-5.3 Instant has the edge for coding in this comparison, averaging 78.7 versus 45.9. 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-Flash?

GPT-5.3 Instant has the edge for math in this comparison, averaging 97.2 versus 74. 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-Flash?

GPT-5.3 Instant has the edge for reasoning in this comparison, averaging 94.2 versus 69.7. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

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

GPT-5.3 Instant has the edge for agentic tasks in this comparison, averaging 82.9 versus 61.3. Inside this category, OSWorld-Verified 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-Flash?

GPT-5.3 Instant has the edge for multimodal and grounded tasks in this comparison, averaging 95 versus 62.5. 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-Flash?

GPT-5.3 Instant has the edge for instruction following in this comparison, averaging 96 versus 84. 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-Flash?

GPT-5.3 Instant has the edge for multilingual tasks in this comparison, averaging 93.4 versus 81.8. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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