Embedding audio player

I'm using the publish online feature to create a multi-page handbook for a client who wants to have embedded audio and video. The video seems straightforward – adding an mp4 gives me a video player with some basic controls. Can you do the same with audio? When I link to an mp3 I get a play button… but that's it. Is there a way to have an embedded audio player with controls – so just the same as the video only without the visual. Been googling this but getting nowhere!