Seafood soups can be broth-based like my seafood soup and sometimes contain tomatoes. Chowders are traditionally made with milk or cream, butter, potatoes, salt pork (bacon), onions, celery and sometimes carrots. Seafood Stews are chunky soups with less liquid that can be cream-based or broth-based.