I know of at least one other Chicago startup (no affiliation) that's been doing this exact thing for a year or two. I'll refrain from name dropping them in OP's announcement thread, but I did notice that any mentions of Yelp fell off their site a while back which leads me to believe Yelp may have come knocking.