I think the key factor is how difficult it is to specify what you want in detail, since this is still going to be necessary with AI. If you can't clearly express what the AI should do, you won't get good results.

I'd say it would be much easier for a technical founder to write a detailed spec for the work that a typical non-technical founder does than the reverse.