I _just_ went through this when my child had an ebike accident (AAA, southern california). You need specific ebike insurance. Auto/homeowners doesn't apply for different reasons.
Oddly, yes. A regular bike accident would have been covered. And it would have been covered on a moped as well even though she's too young to have a license.