SYSTEMS AND METHODS FOR INTEROPERABLE GENERATIVE ARTIFICIAL INTELLIGENCE (AI) ORCHESTRATION

Aspects of the subject disclosure may include, for example, obtaining one or more information items or documents, checking the one or more information items or documents for determined sensitivity and determining role-based access for the one or more information items or documents, based on the checking and the determining, performing a preliminary analysis of the one or more information items or documents, wherein the preliminary analysis involves one or more pre-processing procedures, one or more chunking procedures, one or more embedding procedures, one or more customization procedures for particular use cases, or a combination thereof, and storing results of the preliminary analysis in a vector knowledge base for training one or more generative artificial intelligence (AI) large language models (LLMs). Other embodiments are disclosed.