This chapter addresses the conceptual, historical, and theoretical-methodological dimensions of the transdisciplinary research field of AI ethnography. Beyond discussing early and more recent studies that illustrate the possibilities of the relationship between AI and ethnography, the authors also shed light on the contribution of AI ethnography to critical AI studies.