Healthcare
Clinical platforms serve clinicians, administrators, researchers and partners with very different rights over the same records. UltraFabric masks fields by clearance inside the plan, so no application path can forget to.
Workload shape
| Writes | Records, device telemetry |
|---|---|
| Reads | Point lookups, cohort analytics |
| Tenancy | Facilities, partners, research |
| Sensitivity | Highest; masking by clearance |
How the data lands
Design fit, not a customer claim: which parts of UltraFabric carry which parts of this workload.
- Patient records as rows with field classification; fields above clearance are masked in the plan
- Operational and device telemetry as columnar collections
- Per-facility or per-partner tenants
What it looks like
A requester below the clearance of the notes field receives NULL for it in every plan, including aggregates.
CREATE TABLE encounters (id bigint PRIMARY KEY, mrn text NOT NULL,
seen timestamp, unit text, diagnosis text, notes text);
SELECT unit, count(*) FROM encounters
WHERE seen >= '2026-10-01' GROUP BY unit;Built today, coming next
Everything in the first column is in the repository and tested; the second column is the roadmap in order.
Built today
- FIELD_MASK is a mandatory plan operator checked by the verifier
- Identity, tenant and clearance come only from the verified token
- Error messages carry no hidden-row identifiers or byte counts
Next
- Row-level policies compiled on the node
- Index probes with per-label partitions for confidential classes
- Audit anchoring
Other use cases
Airports & Aviation
An airport runs many organisations on one estate: the operator, airlines, ground handlers, security and government agencies.
Smart Cities
A city platform collects from traffic, lighting, water, waste and safety systems, each owned by a different department, often with different vendors.
Power & Utilities
Grid operators keep two kinds of data that rarely live well together: dense measurement streams and slow-changing asset records.
Public Sector
Government platforms host many departments on shared infrastructure, each with statutory limits on who may see what.
Tell us about yours.
Early access starts with a conversation about the workload you would move first.