Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
o1-preview is clearly ahead on the aggregate, 43 to 25. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
o1-preview's sharpest advantage is in reasoning, where it averages 86.9 against 24.9. The single biggest benchmark swing on the page is SimpleQA, 24.9% to 88%.
o1-preview is the reasoning model in the pair, while DeepSeek V3 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. o1-preview gives you the larger context window at 200K, compared with 128K for DeepSeek V3.
Pick o1-preview if you want the stronger benchmark profile. DeepSeek V3 only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.
Benchmark data for this category is coming soon.
DeepSeek V3
42
o1-preview
63.7
Benchmark data for this category is coming soon.
DeepSeek V3
24.9
o1-preview
86.9
DeepSeek V3
69.6
o1-preview
89
Benchmark data for this category is coming soon.
Benchmark data for this category is coming soon.
DeepSeek V3
90.2
o1-preview
93
o1-preview is ahead overall, 43 to 25. The biggest single separator in this matchup is SimpleQA, where the scores are 24.9% and 88%.
o1-preview has the edge for knowledge tasks in this comparison, averaging 89 versus 69.6. Inside this category, GPQA is the benchmark that creates the most daylight between them.
o1-preview has the edge for coding in this comparison, averaging 63.7 versus 42. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
o1-preview has the edge for math in this comparison, averaging 93 versus 90.2. Inside this category, AIME 2024 is the benchmark that creates the most daylight between them.
o1-preview has the edge for reasoning in this comparison, averaging 86.9 versus 24.9. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.
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