This paper attempts to unravel the research works on challenges corporate universities are experiencing to date. Bibliometric method was used to analyses 21 journal articles on the challenges faced by new-age corporate university for the timeframe 2000-2018. These articles were selected from the Scopus database. For the timeframe 2000-2018 authors critically discuss the results on the lines of most influential authors, countries, institutions, overlay of research works. This study also provides co-word analysis to unearth the major challenges faced by new-age corporate university like Strategic integration of Technology in corporate university, Bottleneck in sustaining Innovation as a catalyst to the competitive advantage of corporate university, and Dysfunctional knowledge management of Corporate University. The findings of this study can help HRD managers to devise measures to address the challenges and provides new lines of inquiry for future research. This study makes a unique attempt to move ahead of the descriptive and procedural aspect of corporate university to critically discuss the challenges aspect.