Thai Basil has a distinct aniseed or licorice flavor that is more peppery or spicy and sets it apart from regular Italian basil. Thai basil and Thai holy basil are popular ingredients in Thai cuisine, you'll recognize the flavor from basil dishes from Thai restaurants.