The current industrial environments are mainly not dealing with the potentials AI can bring to those industries. The session will deal with practice examples of the potential usage of AI based technology in the industrial environments. At the beginning we will show how we started in this area and what our main learnings in the beginning were about. We will face issues in the engineering and construction area and go deeper to the methods of how AI can be used to prevent claims and changes and moreover how AI can be used to automate partial engineering tasks along the customer requirements. We will show how our AI technology is able to learn about the historical engineering processes and products and how we integrated those knowledge in the future process and especially the client infrastructure environment.