Ok, just to be clear, this is NOT another thread to complain about Genius (I think it's genius). No, I'm hoping this can be a place for all of us to post things we can do to to help it perform better, both locally and externally (Steve said it learns stuff that makes it better, remember?). So, I'll start: 1. Go to Store in the the menu bar, and click "update Genius" 2. Make sure you have the correct artist, album, and song name for each of your songs. 3. Repeat steps one and two when you add a new song, and make sure you add as many songs as you can. Even ones you don't absolutely love can help it to perform better if nothing else.