My British friends, what is the difference between a chap, lad, and a bloke?

Interchangeable.... Also lad and chap are used by the older generations. Also maybe more a northern England thing. Also Essex (cockney lot) might use it to describe a Jack the lad type.
Bloke very very rarely used and more of a negative saying.

But they're all used to describe common men.