Air Suspension problems

I have a 2001 Buick LeSabre it just started to ride very rough as if there is no back shocks. I looked under the car and see it has air shocks. They seem to have no air in them. I wonder if this is caused by the air pump not working or if the shocks just went bad. Any ideas would help.