Two users on a music app. User A listens to jazz, blues, and soul. User B listens to jazz, blues, and R&B. How similar are they?
You could eyeball it. But your recommendation system cannot eyeball anything. It needs a number. A precise, calculable number that says exactly how similar two things are.
The dot product produces that number. It is the most important single operation in all of AI. N