Your phone is ringing and your daughter picked up the phone but she hasn't answered the call. Then do you ask her:

Who is it?

or

Who are they?

And when she tells you, would she say:

I don't know who it is"

or

I don't know who they are?

If none of the above isn't natural, then what is it?