Warm, rich and creamy pumpkin spice hot chocolate is a delicious alternative to pumpkin spice coffee or tea. Pumpkin spice hot chocolate is the perfect drink for a chilly autumn evening, without all the caffeine. If you want to learn how to make pumpkin spice hot chocolate at home, read on for some scrumptious recipes. Best Pumpkin Spice Hot Chocolate Recipes.