NASA will take astronauts to lunar orbit itself in November 2024 using its own heavy rocket called the Space Launch System (SLS), which has been in development for more than a decade.
Starship is both bigger and more powerful than SLS and capable of lifting a payload of more than 100 metric tonnes into orbit.
It generates 17 million pounds of thrust, more than twice that of the Saturn V rockets used to send Apollo astronauts to the Moon.
The plan for the integrated test flight was for the Super Heavy booster to separate from Starship about three minutes after launch and splash down in the Gulf of Mexico.
They failed to separate however and the booster rocket and Starship spacecraft exploded in the sky in a ball of fire four minutes into the flight.
"If we get far enough away from the launchpad before something goes wrong then I think I would consider that to be a success," Musk said prior to the flight. "Just don't blow up the launchpad."
SpaceX foresees eventually putting a Starship into orbit, and then refueling it with another Starship so it can continue on a journey to Mars or beyond.
The eventual objective is to establish bases on the Moon and Mars and put humans on the "path to being a multi-planet civilization," according to Musk.
"We are at this brief moment in civilization where it is possible to become a multi-planet species," he said. "That's our goal. I think we've got a chance."