Podcasts are widely used by content creators to convey their thoughts, ideas and events in the form of audio. Podcasts are widely used in the streaming industry like spotify and it is showing continuous growth over the years. The whole podcasts are much more lengthy and noisy and to reduce the length of podcasts, there are many fine-tuned novel approaches to summarize it which are tested on professional datasets like Dai- lyMail, CNN and many more. In this paper, we will analyze such existing state-of-the-art approaches to summarize the podcast which laid the foundation of our idea to create a summarization platform based on that.