I have actually started with using neo4j as a primary store and then moved to using it as a secondary store next to postgres. I wrote some stuff up here: http://nambrot.com/posts/14-credport-technical-post-mortem/

It led to itself as neo4j was only useful for parts of our queries and fitting everything into neo4j was just hassle when most of our data was relational.