Loaded potato soup is a rich and creamy potato soup made with cubed potatoes that tastes like a loaded baked potato. The soup has a cream base made with milk, sour cream, shredded cheese and crispy bacon. The soup is topped with sour cream, crispy bacon bits and chopped green onion or chives, like a baked potato.