What is your source? I just tested autoPlay with an audio-only AAC VOD file and the player auto-played it. This also worked with an audio-only live source. Note that Wowza Player is not compatible with MP3 streams.
If it's still not working for you then I'd recommend
opening a support ticket so we can capture more detail about what is happening.