Yes indeed, the reason is that your site doesn't have a logo configured.
As of quite recently Voice will try to add an appropriate picture to anything you share on social media. Currently it works like this:
Joe - Voice Admin
Thanks Joe. I've added our logo as suggested, but I don't think it's showing up yet