Shouldn't they be able to erase an EPROM
Yes they shouldnt because its the wrong Wellenlänge. You need the cancer & blindness inducing 254nm not the Hausfrauen 400nm.
Ah, shame. They looked like the best "bang for the buck". In the 254nm league, 5€/W seems to be the minimum price.