"I'd love to know why people choose Mongo over say, Riak, or CouchDB"

Here are some reasons:

* excellent documentation

* runs right out of the box

* excellent libraries like Mongoid

* user can easily perform deep queries (e.g person.address.zip = '90901')

* services are available like MongoHQ