A validity layer for AI state that outlives its source data.

Persistara is an early-stage enterprise AI infrastructure product focused on one narrow problem: deciding whether previously derived AI state is still valid after its source data changes.

Why Persistara exists

Persistent AI memory solves storage and recall. It does not, by itself, prove that an old memory, grounded answer or derived classification remains valid after the underlying evidence changes. Persistara is being developed as a separate validity-control layer for that gap.

Current stage

Persistara has a working technical core, automated validation tests, Databricks Lakebase connectivity and an audited live-data benchmark. The next stage is controlled design-partner evaluation against real enterprise AI workloads.

Technical contact

James Hudson
james@persistara.com