If you are reading this you probably know LaTeX: a typsetting system ideal for scientific papers. ShareLaTeX and Overleaf bring the LaTeX desktop experience to the web. You compose LaTeX code in one window pane and press compile then generate a PDF in a separate pane. This is familiar to LaTeX writers (a small percentage of the scholarly community) but is still difficult for non-LaTeX users (the vast majority) to grasp.