This study examines overpasses from the Tropical Rainfall Measuring Mission (TRMM) near Huntsville, AL between 2002 and 2014 that coincide with 89 tracked thunderstorms from a lightning jump algorithm database. The goal of this study is to intercompare Lightning Imaging Sensor (LIS) and Precipitation Radar (PR) space-borne measurements with ground-based assets (e.g., lightning mapping array data, ground-based radar data, national lightning network data) in order to develop an integrated framework for assessing storm intensity, in preparation for GLM’s deployment in 2017. The primary focus will be on comparison of lightning flash properties (events, groups, radiances, flash size) and storm intensity at the time of the overpass as viewed from ground-based radar in order to benchmark the rates/intensity of these properties in storms of varying size and morphology. This work provides a first look into how algorithms for assessing storm intensity can utilize GLM properties beyond flash rates to build a physically-based assessment of storm intensity.