In this study, we examined the effect of horizontal grid resolution on the prediction accuracy of winds and turbulence at the standard as well as hub heights using two models, Mesoscale Model 5 (MM5) and Weather Research and Forecasting Model (WRF). The models are configured with nine domains, with the first four having grid resolutions 27, 9, 3 and 1 km, respectively, as well as five innermost domains at 333 m horizontal grid resolutions. Five meteorological towers in central western Nevada, equipped with conventional and sonic anemometers at several heights up to 80 m AGL, provided an excellent dataset for evaluation of the simulated low-level wind properties. Classical verification scores indicated mixed results concerning improvement of model accuracy with respect to refinement of horizontal grid resolution. The diurnal variability of scores suggests that MM5 model performs better during the nighttime then during daytime, while the opposite holds for WRF, which tends to systematically overestimate nighttime flows in the region. The spectral analysis suggests that the major weakness of the MM5 model is underestimation of the spectral power of winds with longer than diurnal periods, that are well simulated with the WRF model. The analysis of the major impacts pointed to the appropriateness of the physical parameterizations on variety of scales, representation and transfer of the synoptic information through the grid interaction and treatment of topography.