Stir the bourbon, simple syrup, and bitters in a lowball cocktail glass. Add in the ice and any garnishes you are using.
Using a cocktail smoking kit, cover the glass with the provided lid and wood chips to the top grate. Carefully use the smoker to light the chips and let them smoke for about 15 seconds.
Carefully remove the lid from the glass and serve immediately.