Cut potatoes into french fries, place into a large bowl and cover with water. Cover and let soak for at least one hour.
Preheat air-fryer to 400 F. Drain fries and pat dry with paper towels. In a large bowl, mix potatoes with olive oil, salt, and pepper. Air-fry potatoes in batches for 12-15 minutes.