Urban Spoon does help sometimes

The app is very handy when you go somewhere and you are feeling totally lost, it does give you a few nice options to eat (speaking about London), however if you really want to take some one to a special place you will need to walk around and find out for yourself ;)

COELHO1980 about Urbanspoon - Restaurant & Food Reviews, v3.4.1