The recruitment market is undergoing significant transformation, driven by the increasing integration of artificial intelligence (AI) and the emergence of new job portals. These innovations are transforming not only recruitment methods but also how candidates interact with the job market. The recent launch of AI-supported job portals, such as Yes Job Marketplace, illustrates this trend. Concurrently, concerns are arising about the ethical and security implications of AI in recruitment, particularly regarding deepfakes and fraud.