Synoptic-scale sources of moisture in the NAM have been identified as the Gulf of Mexico, the Gulf of California, and the Pacific Ocean, but ongoing work seeks to establish the contribution of local land surface features to low-level moisture and subsequent influences on precipitation processes. Factors such as local gradients in soil moisture, soil temperature, and evapotranspiration have been found to play a critical role in convective initiation over the Southern Plains of the United States, and likely play a critical role in the diurnal cycle of convection in the NAM as well. The Land Information System (LIS), developed by NASA, is run with the Noah land surface model (LSM) offline to create a high-resolution land surface dataset to initialize a run of the Weather Research and Forecasting model (WRF) for the 2004 monsoon season. Output from WRF, run with the Noah LSM and observationally enhanced datasets from the North American Regional Reanalysis (NARR), will be compared against output from LIS-initialized and fully LIS coupled WRF simulations. By conducting sensitivity studies using WRF and LIS-WRF, we aim to tie known spatial and temporal precipitation patterns to processes involving interaction of the land surface and atmosphere.