Add the yeast, brown sugar and water to a large bowl. Lightly mix to dissolve and set aside until the yeast becomes foamy. 5-10 minutes.
Add the remaining dough ingredients and knead until a smooth dough forms. Place in a large bowl and seal with a lid or plastic wrap. Allow to rise until doubled in size. 30-45 minutes.
Divide the dough in half and spread each ball out on a sheet of parchment paper in a large oval, approximately ¼” thick. Cover lightly and allow to rest for 20-30 minutes before cooking.
Use your fingers to make divots in the dough. Drizzle with the olive oil.
Preheat the air fryer to 360. Cook for 5 minutes, remove from the air fryer to add the toppings.