During the Butlerian Jihad, the people involved in it didn't know that ten thousand years of slavery would be what they are choosing, so we don't know how bad it actually was.
The way Jihad presented in the oblique references in books, anyway, it sounds a great deal like a fanatical fundamentalist religious movement to me. Those are not known for their fine reasoning.