Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
GPT-5.4 Pro is clearly ahead on the aggregate, 91 to 56. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
GPT-5.4 Pro's sharpest advantage is in coding, where it averages 87.4 against 27.6. The single biggest benchmark swing on the page is SWE-bench Verified, 86 to 24.
GPT-5.4 Pro is also the more expensive model on tokens at $30.00 input / $180.00 output per 1M tokens, versus $0.08 input / $0.30 output per 1M tokens for Seed 1.6 Flash. That is roughly 600.0x on output cost alone. GPT-5.4 Pro gives you the larger context window at 1.05M, compared with 256K for Seed 1.6 Flash.
Pick GPT-5.4 Pro if you want the stronger benchmark profile. Seed 1.6 Flash only becomes the better choice if you want the cheaper token bill.
GPT-5.4 Pro
87.4
Seed 1.6 Flash
54.5
GPT-5.4 Pro
87.4
Seed 1.6 Flash
27.6
GPT-5.4 Pro
94.9
Seed 1.6 Flash
73.1
GPT-5.4 Pro
96.1
Seed 1.6 Flash
66.8
GPT-5.4 Pro
83.8
Seed 1.6 Flash
47.3
GPT-5.4 Pro
97
Seed 1.6 Flash
81
GPT-5.4 Pro
95.7
Seed 1.6 Flash
72.8
GPT-5.4 Pro
98.2
Seed 1.6 Flash
67.1
GPT-5.4 Pro is ahead overall, 91 to 56. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 86 and 24.
GPT-5.4 Pro has the edge for knowledge tasks in this comparison, averaging 83.8 versus 47.3. Inside this category, HLE is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for coding in this comparison, averaging 87.4 versus 27.6. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for math in this comparison, averaging 98.2 versus 67.1. Inside this category, HMMT Feb 2023 is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for reasoning in this comparison, averaging 96.1 versus 66.8. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for agentic tasks in this comparison, averaging 87.4 versus 54.5. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for multimodal and grounded tasks in this comparison, averaging 94.9 versus 73.1. Inside this category, OfficeQA Pro is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for instruction following in this comparison, averaging 97 versus 81. Inside this category, IFEval is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for multilingual tasks in this comparison, averaging 95.7 versus 72.8. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.
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