Well actually they usually run Stoich MOST of the time on a street engine. But it is only during closed loop operation, which is low load eg <70% load and not past a certain RPM like 4000 or so. Stoich is where the emissions are the least and it also happens to balance power with fuel economy.
But in open loop, it is exactly as WoW said.
I think that should clear up the confusion.