to leverage machine learning to enhance the broadcaster's offerings, a critical step as the organization navigates a challenging landscape marked by intense competition and scrutiny. During this turbulent period, the BBC is grappling with the dual pressures of competing against streaming giants and facing calls for impartiality in its news coverage. Additionally, controversies such as the Jimmy Savile scandal have cast long shadows over its reputation. Striving for Renewal The rise of streaming services has significantly impacted traditional broadcasters. As more people opt-out of paying for a TV license, broadcasters like