This paper problematizes the prevalent model of studying the “Neo-Vedānta” of Swami Vivekananda (1863–1902) principally in terms of an influx of Western ideas and nationalism. In particular, I demonstrate how scholarly constructions of “Neo-Vedānta” consistently appeal to a high culture, staticized understanding of “traditional” Advaita Vedānta as the alterity for locating Vivekananda’s “neo” or new teachings. In doing so, such studies ignore the diverse medieval and early modern developments in advaitic and Advaita Vedāntic traditions which were well-known to Vivekananda and other “Neo-Vedāntins”. Redressing this discursive imbalance, I propose that close attention to the way in which Swami Vivekananda drew from Indic texts opens up a wider frame for understanding the swami and the genealogy of his cosmopolitan theology.