We review the most promising applications for AI across the television industry with a special focus on use-cases that increase user engagement and loyalty or support direct new revenue streams, or which help to reduce costs. This presentation also provides an overview of the AI landscape in media and entertainment and provides some advice on challenges when implementing AI in television workflows.