I use Neo4j because i find it to be a superior way to store and query highly relational data. The new spatial functionality has made it even more useful.

Also, the APOC library adds a large number of extremely powerful features to the database. I know many people are purists about logic in databases but things like guid/uuid generation, geocoding, and distance algorithms are all extremely useful in the data storage context.