As technology becomes increasingly automated, relationships between users and robots are evolving. While these advancements are intended to simplify user experience, they are constantly redefining the responsibilities of users. Learning to recognize new responsibilities and adjusting interaction accordingly is a challenge that is especially difficult for much of the general public who may be unfamiliar with the using these systems. Public knowledge about these automated systems is central to the success and safety of integrating autonomous technology into society. The objective of this work is to examine human-robot systems through the collection of experiences from online reviews of robot vacuums. The project will explore the types of user interactions with robot vacuums, robot vacuums as a domain for human-automation research, and feasibility of using user reviews as a source of informations for studying human-automation interaction.