You can, and it’s a fantastic way to make sandwiches for a crowd! However, they won’t be quite as crispy as when they’re cooked on a griddle. To cook sourdough grilled cheese in the oven, arrange sandwiches on a sheet pan. Then, bake at 450°F for 8-10 minutes, until the cheese melts and the bread is golden brown.