Equilibrium AI are developing an algorithm to predict when individuals with bipolar disorder will have a mood episode. The algorithm uses passively collected sleep and activity data to predict when mood episodes will occur and notifies individuals so that they can make changes to prevent episodes or reduce the severity of the episode.