Combine the cherries, water, and sugar in a nonreactive saucepan. Bring to the simmer and cook, stirring occasionally, 20 minutes, or until the cherries are soft.
Mix the cherry brandy into the cornstarch to make a slurry.
Taste the soup and add more sugar if it seems too tart.