The solution you use depends on how long you're riding and how cold it gets. For example, I can wear my regular road shoes and two pairs of socks at 35F for 30 minutes. But at the 25 minute mark I can feel the bitter cold on my toes. Riding for an hour in the same conditions would be unpleasant.