1. Illumex emphasizes the need for knowledge graphs to improve chatbot accuracy beyond retrieval augmented generation (RAG). 2. The startup aims to integrate structured data from relational databases into AI large language models (LLMs) using its General Semantic Fabric (GSF). 3. Illumex's approach includes creating specific connectors between its knowledge graphs and LLMs to enhance response accuracy and relevance.