Robert on Earth tells the story of a small robot awakening in a future completely taken over by machines. The player will have to manage an underground farm, cultivating unusual plants that provide vital energy for all operations. The character extracts resources in deep mines, catches mutated creatures in underground reservoirs and equips his shelter with the treasures he finds. Such gameplay leads to interactions with other mechanical inhabitants and the gradual disclosure of the secrets of the world.