Graph Neural Networks (GNNs) have emerged as a mature AI approach used by companies for Knowledge Graph enrichment via text processing for news classification, question and answer, search result organization, and much more. During this presentation we will discuss the advantages of GNNs for text classification and relationship extraction for Enterprise Knowledge Graphs.