Cognee AI: Knowledge Graphs & Enhanced LLM Performance

Core Functionality: Cognee offers an AI Memory Python SDK, a platform for data organization, and the Dreamify framework for LLM JSON problem-solving and knowledge graph generation, aiming to improve the accuracy and relevancy of AI agent responses.
AI Memory SDK Accuracy: The AI Memory Python SDK achieves 90% accuracy out-of-the-box, significantly improving answer relevancy compared to ChatGPT (89.4% vs. 5%).
Knowledge Representation: Cognee utilizes RDF-based ontologies for structuring data and employs real reasoners instead of pattern guessing to ensure accurate results.
Customizable Storage: The platform supports various database providers, including vector, graph, and custom databases, offering flexible storage solutions.
Deployment Options: Cognee can be deployed on-premise, ensuring data security and control, and is designed to handle data volumes ranging from gigabytes to terabytes.
According to additional sources: Cognee provides a benchmark comparing its performance against Mem0 and Zep/Graphiti, and a case study with Dynamo, a gaming company, highlights the use of Cognee for personalized messages and real-time analytics.