Firstly, we present high resolution, three-dimensional numerical simulations of bushfire plumes using the UK Met Office Large Eddy Model (LEM). Plumes are simulated under a range of background wind conditions and the behaviour of the resulting plumes is examined. Secondly, we use a Lagrangian particle transport model to calculate the trajectories of particles released near the base of each plume. Particles are assigned fall velocities representative of common firebrands and then advected by the three-dimensional velocity fields from the LEM simulations. By calculating the trajectories of many potential firebrands for each plume, distributions of landing position are constructed. We find that: (i) interaction between the plume updraft and background wind determines the distance travelled by firebrands, and (ii) the morphology of the plume determines the lateral and longitudinal spread of landing positions. These variations need to be properly accounted for in predictive models of fire spread and systematic studies such as these form the building blocks of better empirical spotting models