Provenance

Every change to every entity is recorded permanently. HASH maintains a complete, immutable audit trail — not just of what changed, but who or what initiated the change, when, and why.

Inspect your entire graph as it existed at any point in time. Navigate to a specific date and see entities, relationships, and properties exactly as they were — invaluable for debugging, compliance, and understanding how situations evolved.

When AI agents take actions or make recommendations, HASH records the full chain of reasoning: which entities were consulted, what model was used, what confidence levels were involved. Every automated decision is traceable and auditable.

Detailed provenance records support regulatory compliance requirements across industries. Generate audit reports, demonstrate data lineage, and prove that decisions were made on the basis of accurate, authorized information — complementing your permissions model.