The operational trigger
Tenders, correspondence, case files, inspection reports and citizen packs sit in silos. Staff search is slow. Outsourcing OCR or chat to a multi-tenant cloud is blocked by policy, classification, or both. The institution already operates hardware. It does not need another SaaS region. It needs inference that never egresses and an audit trail that stays on premises.
If the network cable is pulled, does the answer still exist, and can you show who asked?
The wedge
Document intake and private knowledge search on Foundation and DocxIntel: classify and map incoming packs; ask questions with citations back to source regions. AgentLab only when workflows and named approvers are defined, not on day one.
Why the cloud answer fails here
Classification and sovereignty arguments fail if keys or weights sit with a foreign-operated model. A residency checkbox on a public stack does not survive an air-gap test.
What deployment looks like
Air-gapped or locked-down customer tenancy. Offline update bundles. SBOM per release. Nothing calls home. The customer holds keys. A human remains in the loop for consequential actions.
Controls in this workflow
These controls run on Private AI Foundation for every document ask. AgentLab, if used later, shares the same path.
- Packs stay inside the customer perimeter. Inference does not require a network path out.
- You hold the encryption keys in every tier that touches your data.
- Every document ask goes through the Model Gateway. There is no side door to a public model.
- Policy and DLP evaluate the request before weights run.
- RBAC names who may invoke which model class on which data class.
- DocxIntel writes per-field confidence and citation back to the source region. Originals are preserved.
- Consequential AgentLab actions wait for a named approver. Nothing silent-posts to your core systems.
- Immutable audit is written on the same install: who, what, which model, which policy, outcome.
- Apache 2.0 and MIT weights only. Licence text and an SBOM ship on disk per release.
What we do not claim
Not a tender SKU for every jurisdiction. Not a replacement for the case-management system of record. Engagement starts with a named workflow and a security pack under NDA.
The paid proof of value
Thirty to forty-five days. Fixed fee. In the customer environment. One document type. Agreed real volume. Success criteria and conversion price agreed in writing before starting. If it misses the threshold, the customer keeps the report and owes nothing further.
Success criteria may include offline operation as a hard gate. This is not a free trial and not a sandbox that pretends to be residency.