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Home · Models · Vanij 1.0
Sovereign model family · Retail, consumer & supply chain

Procurement and supply-chain documents, orchestrated through SAP and ServiceNow.

Vanij is the retail and consumer-goods family: purchase orders, vendor contracts, invoices, shipping and customs paperwork — read, reconciled and pushed into SAP and ServiceNow workflows. Runs in the client's own VPC or on-premise.

Limited Production
Status
v1.0
Current version, frozen per deployment
4-bit
Quantised for your hardware
0
Outbound API calls
Limited Production
Vn
MindMap Vanij 1.0
Vanij — from the Sanskrit for merchant or trade.
Tuned for

Procurement · vendor & supply-chain documents · SAP + ServiceNow orchestration

Touchless vendor invoicing

Three-way match against PO and goods receipt, with exceptions explained in plain language for AP.

Vendor & contract intelligence

Terms, renewals, SLAs and price escalators extracted from contracts and reconciled against actual billing.

Supply-chain paperwork

Shipping, customs and certificate-of-origin documents structured and validated before they hit the ERP.

Workflow orchestration

Actions raised directly in SAP and ServiceNow — the model reads, the enterprise systems execute.

Runs where the data lives

Client VPC or on-premise — integrated with SAP and ServiceNow through the customer's own middleware.

In production

Limited production at a global beauty-products manufacturer across US and EU operations.

References are anonymised by default; named references on request under NDA.

Governance

What comes with every Vanij deployment

Provenance register

Base model, version and licence recorded for every deployment — the first artefact an auditor or a procurement team asks for.

Golden set per domain

Every family carries a curated evaluation set drawn from the document types its clients run on. Releases are gated on it.

Blind human + AI-judge scoring

Outputs scored by domain reviewers without knowing which model produced them, cross-checked by an AI judge. Raw runs available on request.

Frozen in production

The model that served your customers on Friday is the model serving them on Monday. No silent upgrades, no vendor deprecations, no pricing changes.

Plainly: Vanij is a domain fine-tune of a permissively-licensed open-weight base, not a from-scratch foundation model. The base, its version and its licence are recorded in the provenance register for every deployment.
Evaluate before you commit

Run Vanij on your own documents.

Send 20–50 representative documents or transcripts — anonymised is fine — and the acceptance rules your team uses today. We run Vanij 1.0 on infrastructure you control, score it against your criteria, and hand back the results and the harness. Two weeks, fixed scope, no production data.

An engineer replies within one business day. Evaluations run on infrastructure you control; we never ask for production data.

Talk to the product team