The rapid evolution of artificial intelligence (AI) has significantly transformed various sectors, including career planning and decision-making. This paper introduces the AI guided career advisor with Integrated AI and Enhanced Decision Support system. At the forefront of its mission is aiding individuals in their job search journey by leveraging advanced techniques like similarity matrices and vectorization of user data. By comprehensively understanding each individual's unique characteristics and preferences, the system offers tailored suggestions that transcend generic advice, considering the intricacies of their aptitudes, interests, and aspirations. Through the transformation of user data into vectors and the computation of cosine similarity, the system swiftly identifies patterns and relationships, facilitating efficient analysis and accurate recommendations. This streamlined process enables timely career suggestions that prioritize individuality over generic choices, significantly improving job seekers’ prospects and overall satisfaction. Furthermore, the project's emphasis on continuous learning and adaptation ensures that recommendations evolve with the user, accommodating changing circumstances and goals. By integrating AI-enhanced decision support, the system aligns recommendations closely with each user's attributes and aspirations, fostering a more meaningful and personalized approach to career guidance. By offering personalized career recommendations, the AI-Guided Career Advisor aims to empower individuals to make informed and fulfilling decisions throughout their professional journey. Whether someone is seeking employment or already employed, tailored suggestions can significantly enhance their job satisfaction and fulfillment, ultimately contributing to their long-term success and happiness.