We have simulated the rapid intensification of seven TCs from the 2009, 2010 and 2011 Atlantic basin hurricane seasons using a 12 km 96-member WRF model ensemble. The statistics of the ensemble are used to investigate the sensitivity of rapid intensification to TC structure and the validity of the results are tested using perturbed initial condition experiments. Composited sensitivity results of six test cases indicate a sensitivity to kinematic and thermodynamic variables in the inner core as well as to moisture in the rainband region at two to three times the radius of maximum wind. Perturbed initial condition experiments in which perturbations in moisture are withheld show that the dry dynamics play a relatively greater role in the intensifying hurricanes. An equivalent potential temperature budget of a high-resolution (4/3 km) ensemble is investigated to more completely understand the mechanisms at work.