Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
o3 is clearly ahead on the aggregate, 41 to 25. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
o3's sharpest advantage is in reasoning, where it averages 82.9 against 24.9. The single biggest benchmark swing on the page is SimpleQA, 24.9% to 84%. DeepSeek V3 does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.
o3 is also the more expensive model on tokens at $10.00 input / $40.00 output per 1M tokens, versus $0.27 input / $1.10 output per 1M tokens for DeepSeek V3. That is roughly 36.4x on output cost alone. o3 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. o3 gives you the larger context window at 200K, compared with 128K for DeepSeek V3.
Pick o3 if you want the stronger benchmark profile. DeepSeek V3 only becomes the better choice if knowledge is the priority or you want the cheaper token bill.
Benchmark data for this category is coming soon.
DeepSeek V3
42
o3
78
Benchmark data for this category is coming soon.
DeepSeek V3
24.9
o3
82.9
DeepSeek V3
69.6
o3
57.2
Benchmark data for this category is coming soon.
Benchmark data for this category is coming soon.
DeepSeek V3
90.2
o3
87
o3 is ahead overall, 41 to 25. The biggest single separator in this matchup is SimpleQA, where the scores are 24.9% and 84%.
DeepSeek V3 has the edge for knowledge tasks in this comparison, averaging 69.6 versus 57.2. Inside this category, GPQA is the benchmark that creates the most daylight between them.
o3 has the edge for coding in this comparison, averaging 78 versus 42. DeepSeek V3 stays close enough that the answer can still flip depending on your workload.
DeepSeek V3 has the edge for math in this comparison, averaging 90.2 versus 87. Inside this category, AIME 2024 is the benchmark that creates the most daylight between them.
o3 has the edge for reasoning in this comparison, averaging 82.9 versus 24.9. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.
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