The Storehouse is a small building shown on the Garrison UI at Blizzcon.  The icon is a storage box.

It is unknown what this building will be, but based on the name, it is very likely a cooking profession building.  It has been speculated that it is either for cooking mats to allow a follower to collect cooking mats out in the world, or some sort of a player bank of sorts for profession mats.