As of version 66 of Google Chrome onwards it will no longer automatically start playback of audio and video files when the playback volume is not muted.
This change
This function is often useful on kiosks, where you want to autoplay sound from one specified site. In that case, you can just to to:
And enable autoplay for particular website. It should override its default behaviour and play the sound immediately after displaying site.