An Integrated Asset Model operationalized by real-time data to be used for business-wide situational awareness and decision-making requires digital twins. The kind of digital twin, and how big and fast it will deliver value is key for integrated asset and supply chain optimization. Starting at the foundational molecular level different digital twins cover various aspects and serve distinctly different purposes. Connecting these digital twins, in a scalable way is an assured way of achieving sustainable value capture