Graphiti

Graphiti builds dynamic, temporally-aware knowledge graphs that capture evolving facts and relationships. Our teams use GraphRAG to uncover data relationships, which enhances retrieval and response accuracy. As data sets constantly evolve, Graphiti maintains temporal metadata on graph edges to record relationship lifecycles. It ingests both structured and unstructured data as discrete episodes and supports queries using a fusion of time-based, full-text, semantic and graph algorithms. For LLM-based applications — whether RAG or agentic — Graphiti enables long-term recall and state-based reasoning.