The Custom Named Entity Recognition out-of-the-box model can be used to extract and classify text in various formats such as emails, letters, web pages, research papers, and call transcripts. Named entity recognition involves identifying specified categories or entities within text, which aligns with the tasks of extracting and classifying information in those documents.