Maybe it's me... but based on the description in the submitted title, I was thinking that this was going to be personalized suggestions for recipes, cooking or dishes, and not for restaurants. The 'Pandora' notion of recommending things based on genre/mood/flavor/style definitely cuts both ways between food and restaurants which makes this seem cool, but I have to say I wished this was for recipes/home cooking instead.
I understand the comparison to Tinder (swipe left / swipe right) but I was kind of confused at first because it's not like the restaurant is also rating you to find a two-way match. Good job on the execution none-the-less!