Brain Corp in San Diego is solving this problem as we speak. In about two years, they've enabled floor care machines, a vacuum, and now an inventory tug for grocery stores.
Just checked out their tech - pretty interesting stuff. Leveraging other peoples machinery cuts out a huge amount of manpower needed to build a robot from the ground up.