Nathalie Charbel holds a PhD in Computer Science. Her research focused on semantic information retrieval from unstructured document corpora (2018). Transitioning to industry, she joined Nobatek/INEF4 (2019-2022), where she contributed to EU projects, emphasising ontologies and semantic web technologies. She later joined Neo4j, and specialised in query language design (2022-2024). Currently, she's part of Neo4j's generative AI team, leveraging her expertise in combining knowledge graphs and LLMs.