If using this feature, remember that it does not distinguish between public and private. In any photo, all persons will be identified to everyone, regardless of their privacy setting.
I've some embarrassing deletions of this feature ahead. It was intended that only the family would see the identifications: now, you don't even need to be logged into Geni - the identifications are available anyway.