This paper addresses the critical issue of internet scams targeting seniors by developing a robust, Machine Learning (ML) based solution employing a Large Language Model (LLM), specifically ChatGPT, to enhance scam detection and prevention. Elderly internet users are particularly vulnerable to digital fraud due to a lack of familiarity with technological safeguards and a tendency not to report incidents. Traditional security measures often fail to accommodate the unique challenges faced by th...