Scoutbee is building a knowledge graph with Neo4j to power its supplier discovery and intelligence platform. The knowledge graph will integrate Scoutbee's data with external sources to create rich supplier profiles connected by relationships. This will allow Scoutbee to provide explainable answers to customer questions about suppliers and their relationships. The knowledge graph is part of Scoutbee's effort to democratize data access and build a foundation for continual data-driven process improvements.