Use waxy yellow or Yukon gold potatoes. Yellow/gold potatoes are a medium-starch potato. They contain more moisture than a higher starch potato (like russets). This makes them a great choice for soups because they they don't fall apart as easily are perfect for thickening the soup and leaving the rest in chunks.