https://graphwise.ai/resources/white-paper/knowledge-organization-llm-rag/

This Unisphere Research report, sponsored by Semantic Web Company, examines the current state of Large Language Model (LLM) and Retrieval-Augmented Generation (RAG) adoption among 382 knowledge management executives. The study highlights the pervasive use of LLMs, particularly for content creation and improving employee insights, while also emphasizing significant concerns around security and data quality. A considerable portion of respondents are exploring RAG to enhance LLM accuracy and efficiency by connecting LLMs to corporate databases, particularly knowledge graphs. The report concludes with recommendations for successful LLM and RAG implementation, focusing on data-centric approaches and maintaining human oversight to mitigate risks. Finally, the demographics of the survey respondents are detailed.