structure, content, language and alignment with specific job descriptions. CareerSet works with universities, business schools, careers and employability teams, employers, outplacement providers and charities to support students, graduates and professionals. Careers staff use dashboard controls, analytics and scoring policies to monitor usage, align guidance with institutional standards and prepare for one-to-one coaching. Job seekers use the web-based tools to refine applications, understand role expectations and explore skills, roles and progression paths over time. The platform is built around responsible use of AI, data minimisation and secure processing so organisations can integrate it into existing career support systems.