For Buyers

Built over years.
Not a content project.

This dataset took years to build. It is not a content project — it is a semantic infrastructure layer with validated concept structure, multilingual coverage, and provenance at entry level.

If you are evaluating it as an acquisition, that is the right frame.

What is available

A buyer-ready multilingual concept graph

The dataset represents years of structured terminology work across five enterprise domains. It is not a research prototype. It is a production-structured data asset with validated definitions, typed semantic relations, multilingual coverage, and export-ready delivery.

This dataset is available for exclusive acquisition only. Each buyer receives perpetual rights within their scope. No two buyers receive the same domain. Once a scope is closed, it is not reopened.

40,000+ legal concepts

Cross-jurisdictional concepts covering civil, commercial, and procedural law — with validated definitions, provenance, and confidence scores.

40,000+ finance concepts

Regulatory interpretation, risk language, and financial terminology — structured for AI grounding and compliance workflows.

40,000+ military/defence concepts

Military and defence terminology with multilingual term coverage and mappings to external standards.

15,000+ health concepts

Clinical and administrative terminology with multilingual term coverage and mappings to external standards including SNOMED CT.

10+ languages, structurally aligned

Each term independently realizes a shared concept — not pairwise translation. Every language is consistent with every other because all terms resolve to the same node.

Semantic relations with full edge metadata

Hypernym, hyponym, near-synonym, and related-term edges — each carrying source, confidence, model version, and review history.

Export-ready in buyer-preferred formats

JSON-LD, RDF/Turtle, CSV, or Neo4j Cypher. Delivered in the format your systems already use — no architectural rebuild required.

Acquisition structure

Three ways to structure an exclusive deal

Once a scope is sold, it is closed permanently — to any party, at any price.

Option A
Full dataset — single buyer

One buyer acquires the entire dataset across all domains and all languages with full perpetual exclusivity. No further sales of any scope. The buyer becomes the sole commercial owner of this semantic layer.

1 buyer only
Option B
Domain-exclusive

Each buyer acquires exclusive rights to one domain vertical — Legal, Finance, or Health. No two buyers receive the same domain. Each deal is independent and fully exclusive within its scope.

Max 3 buyers
Option C
Geography-exclusive

Rights are defined by territory — for example EU jurisdiction versus US/international. Each buyer owns the dataset exclusively within their geography. Suitable for buyers whose competitive exposure is regionally bounded.

Max 2–3 buyers

Process

A straightforward diligence process

1
Introduction

A brief conversation to establish fit, intent, and the scope of interest. No commitment required at this stage.

2
Sample export

We provide a structured sample export in a format appropriate to your integration context. Domain and language subsets available on request.

3
Diligence conversation

We walk through dataset structure, coverage scope, provenance methodology, and delivery logistics with your technical and product teams.

4
Structured proposal

Based on fit and scope, we develop a structured proposal covering terms, delivery, and any ongoing arrangement.

Begin the acquisition conversation

The window is open. It will not stay open indefinitely.

We engage with a small number of qualified buyers at a time. The first buyer to close a domain scope locks out all others — permanently.