Claude Sonnet 4.5 vs GPT-5.4 Pro

Pick GPT-5.4 Pro if you want the stronger benchmark profile. Claude Sonnet 4.5 only becomes the better choice if mathematics is the priority or you want the cheaper token bill.

GPT-5.4 Pro is clearly ahead on the provisional aggregate, 91 to 66. 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 reasoning, where it averages 83.3 against 13.6. The single biggest benchmark swing on the page is ARC-AGI-2, 13.6% to 83.3%. Claude Sonnet 4.5 does hit back in mathematics, so the answer changes if that is the part of the workload you care about most.

GPT-5.4 Pro is also the more expensive model on tokens at $30.00 input / $180.00 output per 1M tokens, versus $3.00 input / $15.00 output per 1M tokens for Claude Sonnet 4.5. That is roughly 12.0x on output cost alone. GPT-5.4 Pro is the reasoning model in the pair, while Claude Sonnet 4.5 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. GPT-5.4 Pro gives you the larger context window at 1.05M, compared with 200K for Claude Sonnet 4.5.