Even an established chef, David Chang (of Momofuku fame here in NYC), tried something similar with a startup called Maple. Raised millions. Shut down a few weeks ago for similar reasons.
He has framed himself as simply an investor in Maple as of late, but he's trying again with Ando. The food is very good and delivery is handled by Uber Rush couriers.