place the chicken onto the grill grates of the smoker and smoke for about 3.5 to 4 hours or until the chicken breast reaches an internal temperature of 160 to 165 degrees fahrenheit and the chicken thighs reach an internal temperature of 170 to 175 degrees fahrenheit when tested with a meat probe.