I have a hybrid with regenerative breaking. I’m not sure how well it compare to a theoretical regenerative ebike setup, but at least with my car I never need to use the gas even when the regenerative ebike is on.

That, and when I do give it gas it automatically decreases the regenerative breaking, which I imagine wouldn’t be too hard to implement on a bicycle.