An AI organization intends to employ machine learning and data science tools and techniques to automate and/or enhance its manual or rule based businesses processes. This would help that organization to improve efficiency, reduce cost and scale the business. These days most organizations are working to transform themselves into AI organizations, mainly due to recent advances in machine learning methods, cheaper compute and storage and digitization of businesses processes. The entire ecosystem has arrived at a point where this transformation is not a choice but has become a necessity to stay both relevant and competitive in years to come. AI transformation requires an organization to work on many fronts such as infrastructure development, upgrade existing resources, adding new hires, migrate and uplift legacy systems, develop new machine learning models and AI applications, defining security and privacy protocols, reference architecture etc. Unfortunately, most of the organizations are either not ready for this or doing it improperly.