Heat olive oil in a large soup pot or Dutch oven over medium-high heat. Add sausage and cook until sausage is lightly browned, breaking up any large clumps with a wooden spoon.
Add cannellini beans and kale and simmer for an additional 2 minutes. Remove soup from heat, remove and discard bay leaf. Season with salt and pepper, to taste.