Domain knowledge resolves into intuition about solving particular types of problems. All ChatGPT can do about that is offer best guess approximations of what is already out there in the training corpus. I doubt very much that this exercise is anything but wasted time, so I think that people with domain knowledge (in a non trivial domain) are using ChatGPT instead of applying that knowledge, they are basically wasting time 10x not being more productive.