I use Nokian Hakkapeliitta tires on days when there is snow or ice on the ground. (Which is maybe ten days a year here.) They are terrific on ice or packed snow. I can go up hills that cars have trouble with. Where snow is unpacked or deeply rutted they don't help much -- I'm on a bike after all. They do add about ten minutes to the trip because they are so slow and heavy.