Discrete manufacturing · metals · fabrication · automotive supply
A manufacturer's document estate is not correspondence — it is the product. A drawing defines what gets built, a quality record proves it was built correctly, and a supplier certificate is the only evidence that the material was what the contract said. All three are read by people, at volume, under time pressure.
The hardest document in the building
Take-off — reading a structural or fabrication drawing and converting it into quantities, lengths, weights and cut lists — resists ordinary document tooling completely. The information is in the relationship between a dimension, a line, a section mark and a note in the corner. A tool that reads text off the page returns a list of numbers with no idea which belongs to what.
It is also the step where money is made or lost. An estimator's take-off decides whether a bid is won and whether it is profitable, and it is done under deadline by the most experienced person available. Every hour of it is expert time spent counting.
If your best estimator spends two days counting before they can start judging, the counting is the constraint.
Why the evidence layer matters here too
Manufacturing is not supervised by a prudential regulator, but it is audited constantly — by customers, by certification bodies, and by whoever investigates when a part fails in the field. The question is identical to the one a bank examiner asks: show me that this was checked, by what standard, and what you did when it was not right.
Most plants answer that question by assembling evidence retrospectively, which is expensive and always slightly incomplete. When inspection and record-keeping are completed by an agent, the evidence is a by-product of the work rather than a project that starts when the audit is announced.
For automotive and aerospace suppliers with traceability obligations flowing down from the customer, this is the difference between a contractual capability and a standing cost.
Reading structural steel drawings and converting them to quantities. The closest analogue in the US market is a rebar or structural fabricator running estimating and detailing at volume.
Visual inspection tied to traceability records, so conformance evidence is produced as inspection happens rather than assembled afterwards.
The Japanese and Korean parent
Japanese-owned manufacturers employ over half a million people in the United States, and Japan is the largest foreign investor in forty states. Those US operations typically inherit two things from the parent: a data policy that constrains where information may be processed, and a reporting line along which a proven deployment travels well.
Densery is already running inside Japanese manufacturers. For a US subsidiary, that is a reference in the same corporate group rather than a case study about a stranger — and the on-premise deployment answers the parent's data policy without a negotiation.
A new US plant or capacity expansion announced by an Asian parent — a greenfield site is a clean document estate with no legacy to migrate, and the window is short. Also: a customer audit finding on traceability, an ERP or PLM replacement in flight, or a quality escape that reached a customer.
Fit
| Organisation | Size band | Why this band |
|---|---|---|
| Discrete and metals manufacturers | US$500M–10B revenue | Document- and drawing-intensive operations with a dedicated quality function and enough volume to clear the technology cost several times over. |
| Steel fabrication and construction supply | Above US$100M revenue | Take-off volume is continuous and directly tied to bid throughput, so the return is visible in weeks rather than quarters. |
| US operations of Asian parents | Above US$250M US revenue | Parent-company data policy makes on-premise a requirement rather than a preference, and the reference transfers along the reporting line. |
| Not a fit | Below US$500M with no drawing or quality estate | Assembly operations working to a customer's drawings, with no estimating function and light traceability obligations, do not have enough document work to justify the deployment. |
The next step
A scoping session is not a demo. Bring twenty real files, redacted if you need to. We take three numbers off you — annual volume, fully loaded cost per file today, and what happens when the output is wrong — and hand back a one-page value case in your own KPIs.
If the arithmetic says we are not a fit, we will tell you in the room rather than six weeks later.
If your data can go anywhere and your documents are already clean and digital, you do not need us. Use a hyperscaler document API and spend the money on something harder.
Densery