Yeah I've got tinted windows and privacy screens on the rear windows. They'd have to either see the box get delivered or go around looking inside the truck with a flash light in the day time to see it. Helps that my parking lot at work is right out front of the building. I wouldn't do it if it was in a sketchy location.