During this project, we faced several key challenges that shaped our approach. Initially, we planned for cross-departmental collaboration across all sectors, but due to the complexity of interactions, lack of standardized workflows, and no trusted data sources, we decided to narrow the domain to specific departments for realistic simulations.

Another major hurdle was the lack of a Standard Operating Procedure (SOP) for conflict detection. Since no existing framework fit our needs, we designed our own logic based on real-world project behavior—considering geospatial proximity, resource overlap, and department priorities