An experimental FOLIO backend module, edge-ai, utilizes Large Language Models (LLMs) such as ChatGPT and Claude to automate the creation and enhancement of inventory records and other workflows using Apache Airflow. This presentation will demonstrate the functionality of edge-ai, incorporating feedback from cataloging and other staff regarding their experiences using LLMs in their work.