WhyHow.AI has developed an open-source platform using MongoDB that enhances data management and insights for organizations leveraging knowledge graphs. Knowledge graphs address the limitations of traditional retrieval-augmented generation systems by capturing intricate relationships and contextual nuances in enterprise data, enabling accurate and deterministic retrieval processes. WhyHow.AI offers tools to combine large language model workflows with Python- and JSON-native graph management, using MongoDB's robust capabilities to combine structured and unstructured data and search capabilities, enabling efficient querying and insights across diverse datasets. The platform advocates for a schema-constrained graph creation method that emphasizes context-specific schemas tailored to the user's use case, ensuring flexible storage and retrieval of knowledge graphs with MongoDB's adaptability and schema enforcement features.