Add peaches to a pan of boiling water for 20-30 seconds. Remove from pan and place in bowl of ice water.
Peel and pit peaches; discard. Put peaches in a blender. Add rest of ingredients and blend until smooth. Refrigerate until chilled.
Pour soup into cups or bowls and serve. Makes 3-4 servings.