In the rapidly developing field of Artificial Intelligence, it is more important than ever to convert unstructured data into organized, useful information efficiently. Recently, a team of researchers introduced the Neo4j LLM Knowledge Graph Builder, an AI tool that can easily address this issue. This potential application creates a text-to-graph experience by utilizing some great machine-learning models to transform unstructured text into an extensive knowledge graph. A collection of powerful machine learning models, including OpenAI, Gemini, Llama3, Diffbot, Claude, and Qwen, is the foundation of the Neo4j LLM Knowledge Graph Builder. Together, these models can process a wide range of