How do you get iTunes to automatically realize an Audio book so it does not go into my music file?

To have iTunes recognize an audiobook separately from your music files, make sure the file format is compatible with iTunes (such as M4B for audiobooks). You can also specify the media kind of the file in iTunes as "Audiobook" to categorize it correctly. This will help iTunes organize and list audiobooks separately from your music files.