Architecture, Engineering, and Construction (AEC) companies operate within a unique ecosystem, often challenged by resource-intensive manual processes. This is particularly evident in areas like billing, project setup, and service desk operations, where inefficiencies lead to delays, cost overruns, and reduced operating potential. Addressing these bottlenecks with advanced technologies, such as AI, is critical to maintaining competitive agility and operational excellence in today’s markets.