Machine builders are collecting data related to their products within different formats and tools since several years. Today these data constitute Digital Twins. The number of related Digital Twins increases each time, products of other manufacturers become included in the own one, or in case of acquiring other companies. For coping with this development, MACHINAIDE aims to support innovative concepts for accessing, searching, analysing and using multiple Digital Twins data for the major purpose of increasing usability and functional upgrading of machines and equipment within the crane and printing machine domains. Taking into account latest activities in digitization and Artificial Intelligence, MACHINAIDE’s major goals are exploiting Digital Twins data, interoperability of multiple Digital Twins hosting eco-systems, increased usability of machines through application of AI methods and innovative HMIs as well as definition of new business models, enabling innovative services. All this will support partners and industry in general to get ready for smart industry's challenges.