Brush a baking sheet with some olive oil. Place one sheet of phyllo dough on the baking sheet and lightly brush with olive oil.
Spread mozzarella cheese evenly over the top phyllo layer. Arrange cherry tomatoes, bell peppers, red onions, and black olives on top. Season with salt and pepper.