If that happens it won't be the AI people who benefit. The wealth will be concentrated among the present capital owners. Even many top AI experts who contributed critical research won't become rich.
You'll see the wealth concentration you talk of, but it'll be completely different people who get this wealth, maybe even people who own businesses where wages are a large outlay.