GPT-5.2 Instant vs Grok Code Fast 1

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 54. 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 32.8. The single biggest benchmark swing on the page is MMMU-Pro, 94 to 40.

GPT-5.2 Instant is the reasoning model in the pair, while Grok Code Fast 1 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. Grok Code Fast 1 gives you the larger context window at 256K, compared with 128K for GPT-5.2 Instant.

Quick Verdict

Pick GPT-5.2 Instant if you want the stronger benchmark profile. Grok Code Fast 1 only becomes the better choice if you need the larger 256K context window 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

Grok Code Fast 1

55.7

83
Terminal-Bench 2.0
59
82
BrowseComp
57
74
OSWorld-Verified
51

Coding

GPT-5.2 Instant

GPT-5.2 Instant

75.5

Grok Code Fast 1

32.8

87
HumanEval
60
75
SWE-bench Verified
31
74
LiveCodeBench
24
77
SWE-bench Pro
42

Multimodal & Grounded

GPT-5.2 Instant

GPT-5.2 Instant

93.1

Grok Code Fast 1

50.4

94
MMMU-Pro
40
92
OfficeQA Pro
63

Reasoning

GPT-5.2 Instant

GPT-5.2 Instant

90.9

Grok Code Fast 1

63.7

95
SimpleQA
61
93
MuSR
59
96
BBH
75
89
LongBench v2
64
84
MRCRv2
66

Knowledge

GPT-5.2 Instant

GPT-5.2 Instant

79.8

Grok Code Fast 1

48

98
MMLU
64
97
GPQA
63
95
SuperGPQA
61
93
OpenBookQA
59
88
MMLU-Pro
65
43
HLE
7
91
FrontierScience
57

Instruction Following

GPT-5.2 Instant

GPT-5.2 Instant

95

Grok Code Fast 1

79

95
IFEval
79

Multilingual

GPT-5.2 Instant

GPT-5.2 Instant

94.4

Grok Code Fast 1

73.7

95
MGSM
75
94
MMLU-ProX
73

Mathematics

GPT-5.2 Instant

GPT-5.2 Instant

97.2

Grok Code Fast 1

67.5

99
AIME 2023
64
99
AIME 2024
66
98
AIME 2025
65
95
HMMT Feb 2023
60
97
HMMT Feb 2024
62
96
HMMT Feb 2025
61
96
BRUMO 2025
63
98
MATH-500
73

Frequently Asked Questions

Which is better, GPT-5.2 Instant or Grok Code Fast 1?

GPT-5.2 Instant is ahead overall, 85 to 54. The biggest single separator in this matchup is MMMU-Pro, where the scores are 94 and 40.

Which is better for knowledge tasks, GPT-5.2 Instant or Grok Code Fast 1?

GPT-5.2 Instant has the edge for knowledge tasks in this comparison, averaging 79.8 versus 48. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.2 Instant or Grok Code Fast 1?

GPT-5.2 Instant has the edge for coding in this comparison, averaging 75.5 versus 32.8. Inside this category, LiveCodeBench is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.2 Instant or Grok Code Fast 1?

GPT-5.2 Instant has the edge for math in this comparison, averaging 97.2 versus 67.5. 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 Grok Code Fast 1?

GPT-5.2 Instant has the edge for reasoning in this comparison, averaging 90.9 versus 63.7. 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 Grok Code Fast 1?

GPT-5.2 Instant has the edge for agentic tasks in this comparison, averaging 79.6 versus 55.7. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, GPT-5.2 Instant or Grok Code Fast 1?

GPT-5.2 Instant has the edge for multimodal and grounded tasks in this comparison, averaging 93.1 versus 50.4. 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 Grok Code Fast 1?

GPT-5.2 Instant has the edge for instruction following in this comparison, averaging 95 versus 79. 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 Grok Code Fast 1?

GPT-5.2 Instant has the edge for multilingual tasks in this comparison, averaging 94.4 versus 73.7. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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