This article explains QuickField.ai, a data-driven platform that uses machine learning to replace the manual, subjective analog approach to greenfield asset estimation in Oil and Gas. By creating "virtual analogs" from a large historical dataset, it provides a more systematic and objective method for production forecasting and resource evaluation.