It's something I might be especially likely to use if I moved to a new city, and wanted to meet people, and try something different for the hell of it.

There is a social angle to be worked here. Maybe allow users to post profiles? I'd be much more likely to try this if I could see that interesting-looking people were going to the same dinner as me.