Delicious chili soup is a Mexican specialty. It is a thin soup cooked with vegetable broth, spices, herbs, potatoes, tomatoes and green chilies. Chili soup is nutritious and low in fat. Sometimes, shredded beef, pork or a mixture is added during the final minutes of cooking. This soup is perfect for the fall weather and is served hot with steamed rice.