First I thought this was a bad pulley or belt, but that's not where the sound seems to be coming from. It seems to be coming from the bottom of the vehicle, maybe right below where the firewall is? Hard to really isolate. Check out the video for the sound. My neighbor thinks it could be an exhaust issue, I've got no clue.