Supervised on-site construction, reviewed shop drawings, and coordinated with consultants and contractors. Gained direct insight into manual Read more estimation bottlenecks, documentation pain points, and the high cost of human error experiences that directly fueled the development of automated pipelines now delivering production-grade results for clients.