The recruitment market is currently undergoing significant transformation, primarily driven by artificial intelligence (AI) technologies and the emergence of new job portals. These innovations are reshaping not only recruitment methods but also how candidates interact with the job market. The recent launch of AI-backed job portals, such as Yes Job Marketplace, highlights this trend. Concurrently, concerns are surfacing regarding the ethical and security implications of AI in recruitment, particularly concerning deepfakes and fraud.