Preheat oven to 350 degrees F. Combine balsamic vinegar, extra virgin olive oil, sugar, and black pepper. Toss in Pretty Lady grapes and tomatoes. Roast in oven for 30-40 minutes. Remove and mash up some of the fruit to make a chunky consistency. Use immediately or store in air-tight container.