It becomes apparent particularly in process industries that cognition can improve the behavior of a complex process system. The capability to observe and monitor the behavior is crucial, its necessary to combine digital twins which are driven by domain models, with the models derived from data. In order to realize it, we need a real-time processing layer. FACTLOG offers such a layer and aims at deploying and adjusting it to several process industries. FACTLOG is driven by several specific business cases in the process industry and focuses in innovation about Analytics, AI and Optimization on the Deployment and Assessment of coherent Enhanced Cognitive Twins for the specific sectors represented in the project.