Gemini 3 Pro vs Seed 1.6

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

Gemini 3 Pro is clearly ahead on the aggregate, 77 to 65. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Gemini 3 Pro's sharpest advantage is in mathematics, where it averages 94.1 against 75.9. The single biggest benchmark swing on the page is HumanEval, 91 to 64.

Seed 1.6 is the reasoning model in the pair, while Gemini 3 Pro 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. Gemini 3 Pro gives you the larger context window at 2M, compared with 256K for Seed 1.6.

Quick Verdict

Pick Gemini 3 Pro if you want the stronger benchmark profile. Seed 1.6 only becomes the better choice if you want the stronger reasoning-first profile.

Agentic

Gemini 3 Pro

Gemini 3 Pro

71.1

Seed 1.6

62.3

68
Terminal-Bench 2.0
63
83
BrowseComp
67
66
OSWorld-Verified
58

Coding

Gemini 3 Pro

Gemini 3 Pro

54.1

Seed 1.6

42.4

91
HumanEval
64
59
SWE-bench Verified
46
49
LiveCodeBench
38
58
SWE-bench Pro
46

Multimodal & Grounded

Gemini 3 Pro

Gemini 3 Pro

93.1

Seed 1.6

79.6

94
MMMU-Pro
80
92
OfficeQA Pro
79

Reasoning

Gemini 3 Pro

Gemini 3 Pro

91.2

Seed 1.6

74.5

95
SimpleQA
69
93
MuSR
69
90
BBH
86
90
LongBench v2
77
87
MRCRv2
78

Knowledge

Gemini 3 Pro

Gemini 3 Pro

71.8

Seed 1.6

56.4

99
MMLU
73
97
GPQA
72
95
SuperGPQA
70
93
OpenBookQA
68
83
MMLU-Pro
75
20
HLE
11
86
FrontierScience
68

Instruction Following

Gemini 3 Pro

Gemini 3 Pro

88

Seed 1.6

87

88
IFEval
87

Multilingual

Gemini 3 Pro

Gemini 3 Pro

86.4

Seed 1.6

83.4

89
MGSM
88
85
MMLU-ProX
81

Mathematics

Gemini 3 Pro

Gemini 3 Pro

94.1

Seed 1.6

75.9

99
AIME 2023
72
99
AIME 2024
74
98
AIME 2025
73
95
HMMT Feb 2023
68
97
HMMT Feb 2024
70
96
HMMT Feb 2025
69
96
BRUMO 2025
71
91
MATH-500
82

Frequently Asked Questions

Which is better, Gemini 3 Pro or Seed 1.6?

Gemini 3 Pro is ahead overall, 77 to 65. The biggest single separator in this matchup is HumanEval, where the scores are 91 and 64.

Which is better for knowledge tasks, Gemini 3 Pro or Seed 1.6?

Gemini 3 Pro has the edge for knowledge tasks in this comparison, averaging 71.8 versus 56.4. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Gemini 3 Pro or Seed 1.6?

Gemini 3 Pro has the edge for coding in this comparison, averaging 54.1 versus 42.4. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, Gemini 3 Pro or Seed 1.6?

Gemini 3 Pro has the edge for math in this comparison, averaging 94.1 versus 75.9. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Gemini 3 Pro or Seed 1.6?

Gemini 3 Pro has the edge for reasoning in this comparison, averaging 91.2 versus 74.5. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Gemini 3 Pro or Seed 1.6?

Gemini 3 Pro has the edge for agentic tasks in this comparison, averaging 71.1 versus 62.3. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, Gemini 3 Pro or Seed 1.6?

Gemini 3 Pro has the edge for multimodal and grounded tasks in this comparison, averaging 93.1 versus 79.6. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Gemini 3 Pro or Seed 1.6?

Gemini 3 Pro has the edge for instruction following in this comparison, averaging 88 versus 87. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Gemini 3 Pro or Seed 1.6?

Gemini 3 Pro has the edge for multilingual tasks in this comparison, averaging 86.4 versus 83.4. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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