I say lee-chi but have heard lai-chi used. A quick Google seems to suggest that it's lai-chi in China and Vietnam (where they are native), but that Americans use lee-chi.
I can confirm that all the Vietnamese people I know, and I know quite a few because I live there, use lai-chi.