Stark Industries! Or rather its filming location. They were actually filming something else there. Don't know what.
*I don't remember the man looking that red. I blame my crappy cellphone camera.
This is how it looks like in the movie, although there are no factory units or smokestacks around the building in real life.
My best friend and I are planning an Iron Man series tour around Southern California sometimes this summer.