Adaptive Systems Using Generative AI
 However , a significant portion of industrial knowledge is present as documents and unstructured information . Generative AI contextualizes this information very well and can be used to enrich the knowledge repository of digital twins . Such a digital twin can power many use cases , and use cases relevant for adaptive behavior are elaborated as follows :
 Figure 6-1 : Generative AI with digital twin .
 6.2 USE CASES OF DIGITAL TWIN WITH GENERATIVE AI
 Knowledge Assistant : Q & A or Chatbot assistants can be built with GenAI technology to interact with the underlying digital twins for contextual enterprise information . GenAI allows structural information to be fused with unstructured information in a contextual manner . Let ’ s take an example query and review the steps involved :
 • Query asked : Give me xx KPI of a manufacturing line .
 • LLM interprets the context and invokes the digital twin for xx KPI .
 • Digital twin retrieves xx KPI values from operational data store .
 Journal of Innovation 79