Introduction: Cleaning robots now cleanse 1–two megawatts of photo voltaic panels daily, enhancing basic safety, performance, and productivity in professional B2B solar operations. modern rooftop photo voltaic inspections discovered recurring delays due to handbook cleansing worries. Oper