If I'm understanding "longitudinal" correctly, JMP Pro can do longitudinal binomial mixed-effect models. See the "Student Testing" sample data set that comes with JMP Pro for an example. I'm unaware of a way to do multinomial mixed-effect models without workarounds (essentially reducing to multiple binomial models), although others might be able to answer that question more definitively.
