When autonomous cars arrive, Uber is toast. The only actually useful moat they have is experience in managing drivers. When that goes away, car manufacturers, or even private car owners, will just flood the streets just like scooters or bike rentals now.
It will just be a rather simple yet massive capital investment to put those cars on the streets, something that large, traditional companies with their far better financing terms will easily dominate.