Tesla Inc. is aiming to bring its driverless taxis to California and Arizona as the carmaker plots an expansion on the heels of last month’s limited rollout in Austin.

Tesla has not yet applied for the required permits to operate its driverless taxi service in California, according to the states Department of Motor Vehicles and Public Utilities Commission. This ...