> I work in AI/ML and every places I've seen the practical applications of these techniques has ranged the equivalent to adding sprinkles on a cake, to completely useless engineering nightmares that would ultimately create more value with their removal.

That "count the objects" app that can tell you how many items you have in a photo seems like a very practical application that wasn't possible with traditional CV before ML.