This is much less work (= cheaper) to develop in-house with AI now than before.

I don't think it's much cheaper. Writing some code to do some CRUD has always been easy. Getting to a proof of concept is definitely quicker. But creating something that can be relied upon in production? That's as difficult and time consuming as it has ever been.