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Memory for consequential AI.
Start where changing facts change the answer. Lians keeps current recall and historical reconstruction together.
Verticals
Start with changing facts.
Financial research & risk
Point-in-time memory across revised guidance, late filings, and internal research data, with an evidence trail for review.
HealthcarePatient-scoped timelines and access-aware memory require a team that can validate the deployment boundary and controls.
LegalMatter-scoped recall and privilege-date reconstruction require a narrowly scoped technical and control evaluation.
See it: the shared control plane
One test for every workflow.
Pick a candidate write and watch admission control decide.