This evergreen exploration examines how predictive decision-support systems illuminate investment choices for electrification and renewable deployment, considering diverse futures, data integration, risk assessment, stakeholder priorities, and policy influences. It outlines methods to balance reliability, cost, emissions, and resilience while enabling transparent scenario planning and robust governance across energy systems.