The aircraft could include taxi and emergency medical response services, regional transportation, and autonomous flights.

The federal government announced a new pilot program designed to get new kinds of ultralight vehicles and “eVTOLs” up and running around the country—even if they’re not fully FAA-certified.

Eight states in the U.S. have been selected for a three-year pilot program that will allow aircraft models to transport ...