The manuscript describes the features of a platform developed by the OpenChemistry consortium that bridges many prominent technologies in data sharing, analysis, and visualization. The platform unifies a web-based GUI with few computational backends  and can be used to visualize and analyze pre-existing data or newly produced computational results.