Two main sources- MusicBrainz and Discogs. In some cases we are also scraping wikipedia to fill in some missing data- but that doesn't get us too much. Sessionography isn't simply presenting this data in a nicer UI though- I've merged the databases on a hosted server with over a hundred parsing rules, correction layers and validation passes. For example on Musicbrainz- most of John Coltranes discography is dated AFTER his death. We recover true session dates from a chain of sources — session-date relationships, recording-location dates, even dates parsed out of bootleg titles ("Konserthuset, Stockholm, March 22, 1960") and album liner-note annotations. On top of that we parse out a number of signals to determine which releases are compilations(this data is frequently missing) so those can be filtered out.
It's still early though and I'm working like crazy everyday to keep cleaning up the data- if you see anything off, email me through the app.