Slice peaches into ¼-inch thick round slices. To get the best slices, start on one outside edge of a peach and slice toward the middle until you hit the pit. Then slice the other half of the peach in the same manner, moving from outside in, until you hit the pit. The goal is to produce nice rounds that will match well with the mozzarella slices.