Ingest
Extract entities and relations from docs, logs, APIs, and events.
Knowledge Graph with LLM
LLMs are powerful language engines, but they are not durable memory systems. A knowledge graph gives your model explicit entities, relationships, provenance, and constraints so outputs stay grounded and auditable.
Why Teams Pair Knowledge Graphs with LLMs
- Entity disambiguation for cleaner retrieval and fewer mistaken joins.
- Relationship-aware context for multi-hop questions.
- Source traceability so answers can cite evidence.
- Policy-aware traversal to enforce permissions and boundaries.
Reason
Traverse graph context and pass high-signal facts to your LLM.
Explain
Return path evidence so users trust, verify, and act faster.