A Honda Civic's total cost-per-mile (with depreciation) is $0.17 if you're driving 75k/year which is pretty low for a taxi. Even though Civics aren't big cars, the lack of a driver and controls means you can have 2 rows of seats facing each other with a ton of leg room.
Taxi rates would fall so far it would be silly.
Source: Kelley Blue Book.