Do not, not, not autoplay the video (as the site currently does). Especially not with sound enabled. That will get the site closed with prejudice by many people, and upset most of the rest. Especially when they can’t even see the video because it’s below the fold.

For user engagement, having a video available is good, but playing it contrary to user expectations is really bad.