Bring the Champagne and orange juice to a boil in a saucepan over medium heat. Add the sugar and grapes and simmer, stirring gently, until the grapes are tender, about 5 minutes.
Meanwhile, make a slurry with the white wine and cornstarch. Gradually whisk the slurry into the sauce and bring back to a boil, whisking constantly.