Seed 1.6 Flash vs Claude 3 Haiku

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

Seed 1.6 Flash is clearly ahead on the aggregate, 56 to 49. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Seed 1.6 Flash's sharpest advantage is in agentic, where it averages 54.5 against 44. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 52 to 40.

Seed 1.6 Flash is the reasoning model in the pair, while Claude 3 Haiku 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. Seed 1.6 Flash gives you the larger context window at 256K, compared with 200K for Claude 3 Haiku.

Quick Verdict

Pick Seed 1.6 Flash if you want the stronger benchmark profile. Claude 3 Haiku only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.

Agentic

Seed 1.6 Flash

Seed 1.6 Flash

54.5

Claude 3 Haiku

44

52
Terminal-Bench 2.0
40
62
BrowseComp
53
52
OSWorld-Verified
42

Coding

Seed 1.6 Flash

Seed 1.6 Flash

27.6

Claude 3 Haiku

19.3

59
HumanEval
48
24
SWE-bench Verified
17
25
LiveCodeBench
20
31
SWE-bench Pro
19

Multimodal & Grounded

Seed 1.6 Flash

Seed 1.6 Flash

73.1

Claude 3 Haiku

68.7

74
MMMU-Pro
70
72
OfficeQA Pro
67

Reasoning

Seed 1.6 Flash

Seed 1.6 Flash

66.8

Claude 3 Haiku

59.6

61
SimpleQA
54
59
MuSR
52
75
BBH
74
70
LongBench v2
63
74
MRCRv2
63

Knowledge

Seed 1.6 Flash

Seed 1.6 Flash

47.3

Claude 3 Haiku

42.8

65
MMLU
56
64
GPQA
56
62
SuperGPQA
54
60
OpenBookQA
52
65
MMLU-Pro
63
3
HLE
2
57
FrontierScience
50

Instruction Following

Seed 1.6 Flash

Seed 1.6 Flash

81

Claude 3 Haiku

76

81
IFEval
76

Multilingual

Seed 1.6 Flash

Seed 1.6 Flash

72.8

Claude 3 Haiku

71.1

76
MGSM
73
71
MMLU-ProX
70

Mathematics

Seed 1.6 Flash

Seed 1.6 Flash

67.1

Claude 3 Haiku

62.2

64
AIME 2023
56
66
AIME 2024
58
65
AIME 2025
57
60
HMMT Feb 2023
52
62
HMMT Feb 2024
54
61
HMMT Feb 2025
53
63
BRUMO 2025
55
72
MATH-500
71

Frequently Asked Questions

Which is better, Seed 1.6 Flash or Claude 3 Haiku?

Seed 1.6 Flash is ahead overall, 56 to 49. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 52 and 40.

Which is better for knowledge tasks, Seed 1.6 Flash or Claude 3 Haiku?

Seed 1.6 Flash has the edge for knowledge tasks in this comparison, averaging 47.3 versus 42.8. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Seed 1.6 Flash or Claude 3 Haiku?

Seed 1.6 Flash has the edge for coding in this comparison, averaging 27.6 versus 19.3. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.

Which is better for math, Seed 1.6 Flash or Claude 3 Haiku?

Seed 1.6 Flash has the edge for math in this comparison, averaging 67.1 versus 62.2. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Seed 1.6 Flash or Claude 3 Haiku?

Seed 1.6 Flash has the edge for reasoning in this comparison, averaging 66.8 versus 59.6. Inside this category, MRCRv2 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Seed 1.6 Flash or Claude 3 Haiku?

Seed 1.6 Flash has the edge for agentic tasks in this comparison, averaging 54.5 versus 44. 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, Seed 1.6 Flash or Claude 3 Haiku?

Seed 1.6 Flash has the edge for multimodal and grounded tasks in this comparison, averaging 73.1 versus 68.7. Inside this category, OfficeQA Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Seed 1.6 Flash or Claude 3 Haiku?

Seed 1.6 Flash has the edge for instruction following in this comparison, averaging 81 versus 76. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Seed 1.6 Flash or Claude 3 Haiku?

Seed 1.6 Flash has the edge for multilingual tasks in this comparison, averaging 72.8 versus 71.1. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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