ByteTrail is using the latest technology, standards and protocols to create a comprehensive digital triplet of a company's IoT/OT networks. Complete visibility of all devices is a requirement and oncoming regulatory will require audits of software supply chains. Digital twins are representations of physical world systems, but the addition of machine learning and GenAI creates a constantly updating environment.