If you're using a smoker, set it up to maintain a temperature of 225–250°F (107–121°C). Use wood chips or chunks that pair well with chili, like hickory, mesquite, or applewood. If you're using a gas grill, set it up for indirect heat, and place a smoking box with wood chips over the heat source.