AssemblyAI offers a way to extract valuable insights from audio or video files by providing sentiment analysis for company earnings calls through a web application. Users can input recordings of earnings calls, and the app will deliver insights into the sentiment expressed during the call. This process involves transcribing the audio and analyzing the sentiment, enabling users to gain deeper understanding from unstructured data.