What does it mean when you say per se?

It is not this Latin phrase, per se, that is important, but rather the concept it represents. Per se is handy when you need to single out a particular element of a bigger thing. So you might say, "The song, per se, wasn't a bad choice; it was your singing voice that was atrocious." In Latin it means "by itself."