Shopping centers operate under constant public scrutiny. Floor appearance, slip prevention, and overall cleanliness directly influence visitor comfort and tenant confidence. For facility managers, capital investments in automation must be justified through measurable outcomes rather than assumptions. As robotic systems become more visible in commercial real estate, structured evaluation is essential. Resources such as the