Maintaining consistent floor cleanliness and air quality in high-traffic indoor environments, such as hotels with narrow corridors or offices with extensive carpet-tile flooring, presents significant operational challenges. Manual vacuuming is often labor-intensive and may fail to reach deep into carpet fibers or provide the necessary filtration to manage indoor allergens. These inefficiencies can impact the overall guest experience, strain facility resources, and disrupt the maintenance of a healthy indoor atmosphere.