I don’t recommend it. As noted in my Bourbon vs. Whiskey guide, bourbon is warm and sweet, almost like caramel, compared to the woody taste of whiskey. Bourbon is not only the traditional choice in a Paper Plane, but pairs best with the other three bittersweet and tangy ingredients.