By the year 2026, online property fraud in India is expected to rise significantly, fueled by wider internet access and evolving deceptive techniques. Researchers believe that machine learning based spoofing attacks targeting property owners, particularly those elderly, will become substantially prevalent. Fake property advertisements and doctored