My comment is that UX wise, I don't really know what I'm supposed to be doing on the site. It took me a few minutes to realize there was a search bar in the upper right that really is the focus for finding the beer you like and seeding the database to get recommendations. I'd add some sort of initial training session, and generally feature the search bar as a sort of "improve your recommendations, rate some beers!" feature.