I look for foreground objects to put in the field of view.  As with others, if the compo does not look suited I likely skip the shot altogether.  One of the most simple when outdoors is part of a tree or other object on the left or right of the frame foreground.  Look..look..look.  That is the way I do it and I do not manipulate a faked foreground.