
Introduction The manual effort required to perform comprehensive credit risk assessments has historically consumed nearly a full work week for seasoned commercial lending professionals, leaving little room for strategic client engagement. Traditional banking workflows often relied on static software that required constant human intervention to bridge the gap between data entry and high-level decision-making. As the financial sector navigates a










