justification for each part of the solution. Runs beta and pilot programs as well as regular reviews and checks with
architectural design sessions, develop proof of concepts/pilots, implement projects, and deliver ongoing refinement
their adoption where applicable. Conduct research, pilot projects, and proof-of-concepts to evaluate innovative