Combine beans, olives, and tomatoes in slow cooker.
Brown sausage in oil in skillet. Drain, reserving drippings. Transfer sausage to slow cooker.
Sauté green pepper in drippings 1 minute, stirring constantly. Add onions and continue stirring until onions start to become translucent. Add garlic and cook 1 more minute. Transfer to slow cooker.