Lost Navigation is the destination generator app I use to find random places near me. It chooses a random business or place and (optionally) calls an Uber to drive you to your location or gives you public transit directions without telling you the final destination.
The app is re-launching soon. Sign up to be one of the first to try it by participating in the beta test!