The concept of category has been the subject of multiple works in various disciplines. In this lecture, we attempt to provide a perspective on this concept with regard to the issues of equity, diversity, and inclusion in the context of Artificial Intelligence. More precisely, this concerns discussing non-neutrality in the analysis according to the categories and their modalities, questioning who builds them and how, and addressing the issues of multidisciplinary contributions and the posture in producing AI algorithms.