Wash and peel the sweet potatoes.
Cut the sweet potatoes into thin, even sticks.
Place the sweet potato sticks in a large bowl.
Drizzle the olive oil over the sweet potatoes.
Add paprika, garlic powder, salt, and pepper, then toss to coat.
Preheat the air fryer to 400°F (200°C).
Place the fries in the air fryer basket in a single layer.
Cook for 15-20 minutes, shaking halfway through.
Remove from the air fryer and serve immediately.