Our "Predictive Chatbot System for Academic Performance Assessment" utilizes advanced machine learning and natural language processing techniques to predict students' future academic performance based on their previous marks and areas of academic interest. By analyzing data on academic marks, course preferences, and extracurricular activities, the system provides personalized recommendations for each student. This includes study strategies, reading materials, and extracurricular opportunities tailored to their individual goals and interests. Real-time interaction with the chatbot allows students to seek guidance, track their progress, and make informed decisions. The system continuously refines its predictions and recommendations, ensuring that the advice remains relevant and beneficial. This innovative system empowers students to take control of their academic journey, fostering a proactive approach to education and ultimately enhancing academic performance and satisfaction. Keywords Chatbot System; Predictive Modeling, Academic Performance; Recommendation System.