GPT-5.4 vs GPT-5.3 Instant

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

GPT-5.4 has the cleaner overall profile here, landing at 90 versus 87. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

GPT-5.4's sharpest advantage is in coding, where it averages 84.5 against 78.7. The single biggest benchmark swing on the page is LiveCodeBench, 84 to 75.

GPT-5.4 is also the more expensive model on tokens at $2.50 input / $15.00 output per 1M tokens, versus $1.75 input / $14.00 output per 1M tokens for GPT-5.3 Instant. GPT-5.4 gives you the larger context window at 1.05M, compared with 128K for GPT-5.3 Instant.

Quick Verdict

Pick GPT-5.4 if you want the stronger benchmark profile. GPT-5.3 Instant only becomes the better choice if you want the cheaper token bill.

Agentic

GPT-5.4

GPT-5.4

87.8

GPT-5.3 Instant

82.9

90
Terminal-Bench 2.0
86
88
BrowseComp
82
85
OSWorld-Verified
80

Coding

GPT-5.4

GPT-5.4

84.5

GPT-5.3 Instant

78.7

95
HumanEval
88
84
SWE-bench Verified
76
84
LiveCodeBench
75
85
SWE-bench Pro
83

Multimodal & Grounded

GPT-5.4

GPT-5.4

95.5

GPT-5.3 Instant

95

95
MMMU-Pro
95
96
OfficeQA Pro
95

Reasoning

GPT-5.4

GPT-5.4

95.8

GPT-5.3 Instant

94.2

97
SimpleQA
96
94
MuSR
94
97
BBH
97
95
LongBench v2
92
97
MRCRv2
94

Knowledge

GPT-5.4

GPT-5.4

82.6

GPT-5.3 Instant

80.8

99
MMLU
99
98
GPQA
98
96
SuperGPQA
96
94
OpenBookQA
94
93
MMLU-Pro
89
48
HLE
44
91
FrontierScience
92

Instruction Following

Tie

GPT-5.4

96

GPT-5.3 Instant

96

96
IFEval
96

Multilingual

GPT-5.4

GPT-5.4

94.7

GPT-5.3 Instant

93.4

96
MGSM
96
94
MMLU-ProX
92

Mathematics

GPT-5.4

GPT-5.4

98.2

GPT-5.3 Instant

97.2

99
AIME 2023
99
99
AIME 2024
99
99
AIME 2025
98
96
HMMT Feb 2023
95
98
HMMT Feb 2024
97
97
HMMT Feb 2025
96
97
BRUMO 2025
96
99
MATH-500
98

Frequently Asked Questions

Which is better, GPT-5.4 or GPT-5.3 Instant?

GPT-5.4 is ahead overall, 90 to 87. The biggest single separator in this matchup is LiveCodeBench, where the scores are 84 and 75.

Which is better for knowledge tasks, GPT-5.4 or GPT-5.3 Instant?

GPT-5.4 has the edge for knowledge tasks in this comparison, averaging 82.6 versus 80.8. Inside this category, MMLU-Pro is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.4 or GPT-5.3 Instant?

GPT-5.4 has the edge for coding in this comparison, averaging 84.5 versus 78.7. Inside this category, LiveCodeBench is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.4 or GPT-5.3 Instant?

GPT-5.4 has the edge for math in this comparison, averaging 98.2 versus 97.2. Inside this category, AIME 2025 is the benchmark that creates the most daylight between them.

Which is better for reasoning, GPT-5.4 or GPT-5.3 Instant?

GPT-5.4 has the edge for reasoning in this comparison, averaging 95.8 versus 94.2. Inside this category, LongBench v2 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GPT-5.4 or GPT-5.3 Instant?

GPT-5.4 has the edge for agentic tasks in this comparison, averaging 87.8 versus 82.9. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, GPT-5.4 or GPT-5.3 Instant?

GPT-5.4 has the edge for multimodal and grounded tasks in this comparison, averaging 95.5 versus 95. Inside this category, OfficeQA Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, GPT-5.4 or GPT-5.3 Instant?

GPT-5.4 and GPT-5.3 Instant are effectively tied for instruction following here, both landing at 96 on average.

Which is better for multilingual tasks, GPT-5.4 or GPT-5.3 Instant?

GPT-5.4 has the edge for multilingual tasks in this comparison, averaging 94.7 versus 93.4. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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