Intelligent data collection and use, adapting processes and training people. The capital projects industry has a very mixed record of delivering complex projects on time and on budget. The use of digital technologies and the creation of a digital twin as the single version of the truth, coupled with a digital thread running from project inception to (eventually) decommissioning is a means by which the energy, AEC and capital projects can be transformed, and this transformation relies on intelligent collection and use of data, adapting processes and training people.