There are a number of solutions for installing supervisord and automatically running it on Ubuntu - this is what worked for me (on multiple installations...).
sudo bash < <(curl https://gist.githubusercontent.com/alexhayes/814fd0d0f7020e918a95/raw/full-install.sh)