Yes, you can cook frozen chicken thighs in the air fryer, but it may take longer to cook than thawed chicken. Be sure to preheat your air fryer and increase the cooking time by around 5-10 minutes. It's also important to check the internal temperature of the chicken to ensure it's fully cooked to 165°F.