There can't be an easy way to do this, I'd suspect that it would be very easy to spot whether someone has a fake girlfriend quite easily.
If she's a teenager, she's almost definitely fake. Even if you're talking to her in person.
Sorry girls, I saw the opening and just had to go for it
. Apologies for the inelegant implementation, too tired to come up with something better.