The aim of this special report is to demonstrate how the application of a multidisciplinary hydrocarbon exploration technology (MHET) approach, supported by machine learning (ML), artificial intelligence (AI), together with the BPS largest integrated Brazilian Geodatabase, can be a game changer in ranking the areas in Pelotas Basin.