An AI-powered, region-calibrated design productivity and level-of-effort estimation platform for engineering cost estimation and FEED cost forecasting across global and GCC delivery models. It supports design phase cost and effort planning, tracks monthly engineering spend, flags early cost and schedule risk indicators, and strengthens project controls for engineering design—giving project managers and estimators better visibility, predictability, and control.