Large-scale operations, such as commercial buildings, industrial facilities, and construction sites, generate significant demand for maintenance teams and cleaning staff. However, the need for qualified workers in these roles is growing faster than the available workforce, creating challenges for companies striving to expand and ensure consistent service delivery. Even with advancements in cleaning technologies and automation, human labor remains essential for tasks that cannot be fully mechanized, especially in large-scale or complex environments. As a result, the demand for skilled maintenance personnel continues to rise, and their availability often plays a critical role in a company’s operational efficiency and competitive edge.