Introduction: cleansing robots now clear 1–2 megawatts of photo voltaic panels day by day, improving basic safety, effectiveness, and productivity in industrial B2B solar operations. new rooftop solar inspections discovered recurring delays resulting from handbook cleansing challenges. Operators st