A recent tweet by Google's Eric Schmidt confirms that the "Essential" smartphone will use the Android OS. The tweet points to Andy Rubin's recent teaser image as an example of a "phenomenal new choice for Android users."
http://www.notebookcheck.net/Andy-Rubin-s-new-smartphone-will-run-Android.209342.0.html