Pat the chicken drumsticks completely dry with paper towels.
Toss with olive oil, smoked paprika, garlic powder, salt, pepper, and baking powder until evenly coated.
Arrange the drumsticks in a single layer in the air fryer basket.
Air fry at 400°F (200°C) for 20–25 minutes, flipping halfway through.
While the chicken cooks, combine the honey, soy sauce, garlic, and rice vinegar in a small saucepan. Simmer for about 5 minutes until slightly thickened and glossy.
During the final 2–3 minutes of cooking, brush the honey garlic glaze generously over the drumsticks.
Continue cooking until the chicken reaches an internal temperature of 165°F (74°C) (175–185°F for juicier dark meat).
Let the chicken rest for 5 minutes before serving.