Living in (most part's of) NYC it's pretty easy to just walk a few blocks and be in a grocery store. I actually enjoy grocery shopping, it's where I get ideas about what to cook or discover ingredients I've never used before.
This probably would be most useful in locations encompassing food deserts, but of course it looks like they're largely targeting affluent neighborhoods.