Don't see why it would hurt...they are non-toxic, apparently, as long as you don't eat enough to block your GI tract. They are made of a super hard polymer, (similar to glass in hardness), that forms an open-celled foam structure. I prefer standard Green or Blue 3M scrubbies, personally, but to each their own.
Edit: Source 1
, Source 2.