Otherwise they would have the appropriate insurance, like any company that trades in any dangerous business.
As far as I'm aware, virtually every state with an AV pilot program requires insurance (either commercial or self-insured, as typical for commercial vehicles) in order to be permitted. Several major markets (e.g. California) also require an additional bond to cover issues and have a gradual expansion process to better understand unknown risks.