Also much of it, in fact most of it, does not work on neural networks or other “black box” unsupervised models.

The most common uses of ML for a business or researcher are correlation, categorization, and recommendation systems, or some form of forecasting/predictive modeling (I probably missed some). None of these require a neural net, or anything that resembles what we commonly call “AI”.