This Guidance demonstrates how Amazon Sagemaker and Large Language Models (LLMs) can be used to create short-form video summaries compiled from a longer, original video file. The summary is used to identify the most relevant video segments, which are compiled into a final video output with voice narration. It helps media organizations automate the process of generating video summaries to enhance the viability, scalability, and efficiency of content production throughout the supply chain process. It also helps media organizations improve their audiences' experiences through personalized content.