Drain the water and pat the fries dry using paper towels. Transfer them to a bowl, drizzle with olive oil, and sprinkle with sea salt and black pepper.
Preheat your air fryer to 380°F. Place the fries in the air fryer basket in a single layer; work in batches if needed. Air fry for 10-15 minutes, shaking the basket halfway through.