Advanced Natural Language Understanding (NLU) software for organizations to extract structured knowledge from textual data and construct knowledge networks that capture complex concepts and relationships. Delivers low-cost knowledge discovery and improved human–machine interaction without requiring expensive machine-learning models or brittle keyword/Boolean search, with a focus on transparent, ethical AI.