Every enterprise holds intelligence no competitor can buy — customers, counterparties, decisions, outcomes, and the reasons given at the time. It is scattered across systems that do not agree, and almost none of it can be put a question to. DataFab is the route from owning it to using it.
Enormous capital, extraordinary people, real progress — and no argument from us. But general means available to everyone, on the same terms, in the same week. Whatever is built will reach your competitor when it reaches you.
Artificial proprietary intelligence is what your organisation knows, resolved, governed and reasoned over. It is not trained — it already exists. It is available to exactly one organisation on earth. And the better general intelligence gets, the more it is worth.
Learned from the world’s text. Identical for everyone who licences it. Improves on a vendor’s schedule, not yours.
It already exists, scattered across your systems. Not learned — discovered, resolved, governed and reasoned over in place.
Cannot be bought at any price, only built. Compounds for a single organisation. Worth more the better the models get.
Drag model capability from today toward near-AGI. The advantage from the model collapses. The advantage from your own estate rises to almost everything. Watch the solid band inside it — that is the share you can actually put a question to.
They do not agree on what a customer is. The same organisation appears four times under four spellings, with four identifiers.
There is no route that carries a question over the estate and returns an answer with evidence you could defend to a regulator.
Controls sit inside each application. An agent crossing five of them is governed by none, and the record is fragmented across all.
You cannot reason over what you have not resolved. You cannot resolve what you have not discovered. And you cannot govern any of it once the data has moved.
Reach the systems where they are. Types, keys, distributions, anomalies and undocumented join paths, read rather than described. No extract, no copy, no migration.
The estate proposes its own model — entity types, relationship types, attributes — and a person approves, corrects and constrains it. Review starts from evidence, not a blank page.
Attribute matching, active learning and structural similarity decide that six records are one real entity. Thresholded, reversible, logged with its basis, with low confidence routed to a person.
Entities and typed relationships with confidence, source and date on every edge. Derived relationships that appear in no source record carry the rule that produced them and the premises it consumed.
Inherited ACLs are the floor — stricter, never looser — reconciled into one permission model the firm authors. Enforced at the traversal layer, so reasoning runs over a view that already excludes what it may not see.
A change in the world is matched against what the enterprise knows, and the work is raised. The system stops being a place you go and becomes something that comes to you.
A model proposes; a deterministic gate disposes. Write-back through the same connectors as read. Versioned, replayable, reversible, with autonomy set per task and per risk.
Every rung above happens over live sources. Raw records stay behind the boundary; what persists is the resolved layer, with field-level lineage and a snapshot of each cited record so an answer survives the source moving. Nothing is lifted, nothing is copied, and no system is asked to change. That is why this is adoptable in an enterprise that cannot rip anything out — and why governance can run on the same clock as the systems it governs.
None of these is a product you buy. Each is a question the enterprise can finally ask of itself.
Every resolved party and its inferred connections, watched continuously rather than screened once at onboarding.
Traversal that runs until it reaches natural persons or cannot proceed — and reports the halt, with the level and the percentage unresolved, as a finding.
A change in a client’s world, resolved against what you already know, delivered as a brief rather than a search result.
Two estates operating as one organisation without consolidating a single system of record.
Any decision promoted to a quality case carrying its evidence, its rule versions and its full decision path.
The data state, rule versions and execution path that produced a result — not an approximation of it.
Every source ACL feeds one consolidated permission model, authored and signed off by the enterprise rather than the vendor, inspectable rule by rule.
A document wall asks whether you may open something. A knowledge wall also asks whether you may reconstruct what it would have told you.
Between a proposal and an effect. Bounded authority, contained blast radius, reversible, and a complete record of what was traversed and what was excluded.
Every capability composed on the foundation inherits the same entities, the same permissions and the same governance. The marginal cost of the next one falls; the value of every earlier one rises as the estate resolves further.
Converging in capability and price. Reaches your competitor the same quarter it reaches you. A line of cost that buys parity, never advantage.
Customers, counterparties, decisions, outcomes, and the reasons given at the time. Non-depreciating, non-substitutable, and impossible to licence.
The first is an operating cost that every competitor also pays. The second is an asset that compounds for exactly one organisation, and that no amount of spending elsewhere can reproduce.
The destination is not in dispute. The route is the whole question — and it runs through discovery, resolution, a governed graph and a gate, over systems that never move.