When the Witch Doctor is motivated, it produces an equal amount of coins instead of the double amount of supplies. The production is also boosted by enthusiastic population and by boosts of certain great buildings. The building can be plundered if it isn't motivated.
It is also the only production building in the game which you can not use a supply rush item on, even though all production options are supplies.