Construction Administration (CA) consistently presents significant challenges for project stakeholders, such as operational inefficiencies, scheduling delays, and escalating costs. These challenges aren’t isolated incidents, as they stem from inherently complex project dynamics. The core issue resides in the fragmentation of responsibilities across numerous participants; owners, architects, general contractors, and various subcontractors. As noted by Ofori