Purpose-Built, Specialized Robots are the Future
Wheeled robots like ours are more efficient for the same reason cycling is more efficient than running, which includes less of a fight with gravity. The efficiency, as well as the sheer complexity of humanoid robots adds up to something that may be very much higher cost.