Preheat a 6-quart air fryer to 390°F for 3 minutes. Pat sweet potato cubes dry after cutting.
Toss cubes with oil, salt, cumin, chili powder and pepper until the seasoning coats all faces.
Spread in a loose single layer in the basket and cook for 10 minutes. Shake to turn the cubes and separate any touching pieces.
Cook for 8 to 12 minutes more until browned at the edges and a fork passes through the largest cube easily.
Divide among 4 side portions and serve hot while the browned surfaces are still dry.