Licensing manufacturing data and records to AI buyers

Why do AI buyers want manufacturing records?

Factories run on judgement that never reaches the public web: how a job was quoted, why a batch failed inspection, what changed after a corrective action. AI developers building agents for industrial work need that record, and buyers have started to ask for it by name.

Mercor lists manufacturing among its target industries, with "work orders, QA logs, spec sheets" as examples¹. Scale AI includes "Manufacturing & Robotics" in its industries of interest². Labelbox Prism rates manufacturing, logistics and telecoms as high demand, describing "multi-system coordination across ERP, supply chain, and field operations data"; it names SAP and CAD among the systems it turns into training environments, and seeks telemetry from robots deployed in manufacturing³. Ventra looks for CAD libraries and engineering records such as drawings, specifications, test results and change logs⁴.

On price, only company claims exist, all from the US. Cognor Labs, which takes only US manufacturers, lists placements from about USD 250,000 to about USD 2 million⁵. Pewter Data says its unnamed licensing partner paid USD 450,000 to a 70-person engineering firm for CAD drawings, calculations and technical reports⁸. Neither is verified, and we have found no published UK manufacturing licence. See what your records could be worth for how we treat these figures.

Which records do UK manufacturers hold?

Most hold the same core: an ERP or MRP system, shop-floor records, a quality system, engineering files, quotes, maintenance logs and shared mailboxes. Buyers are most interested where these link.

Clocking and access-card systems record attendance and can show which worker was present at a given time¹⁵. A clock number or operator ID in a shop-floor log is an identification number, which makes the record personal data even without a name¹⁴. Our de-identification standard covers how such fields are handled. We prefer personal data removed before records leave your systems; if a buyer removes it after transfer, we tell you in writing first and your solicitor confirms the transfer route.

Whose drawings are they?

It depends on who made them and what your contracts say. Drawings and CAD made by your employees are usually your company's copyright; drawings your customers sent you are theirs; and an NDA can stop you licensing even what you own.

UK law treats a drawing, diagram or plan as an artistic work⁹. Where an employee makes one in the course of employment, the employer is the first owner of the copyright "subject to any agreement to the contrary"¹⁰. UK unregistered design right in the shape of a part follows a similar rule: the designer owns it, or the employer if an employee created it in the course of employment¹¹. Since 1 October 2014 a customer who commissions a design no longer owns the design right by default¹¹, but supply contracts often assign it.

Ownership is only half the question. Frankfurt Kurnit Klein & Selz, a US law firm, points out that company email and files carry other companies' confidential information, often covered by NDAs, and that a data sale can put trade secret protection for pricing logic at risk¹⁷. Cognor Labs says it masks customer names, part numbers and "anything under NDA" after transfer⁵; we prefer to leave restricted material out before anything leaves your company.

A practical order of work:

1. Split your work into own-design products and build-to-print or subcontract jobs.
2. Pull the terms, NDAs and quality agreements for your 20 largest customers and look for confidentiality, IP ownership and data use clauses.
3. Exclude customer drawings, models and specifications unless the customer agrees in writing.
4. For your own designs, decide whether licensing CAD would expose know-how you rely on.
5. Have your solicitor review the position. Our UK law guide and licence terms checklist cover the wider rules.

Do export controls apply?

They can. If any of your technical data is controlled military or dual-use technology, sending it to a buyer outside the UK is a licensable export, whether by email, upload or remote access, and even if it is encrypted.

The Export Control Joint Unit (ECJU) defines technology as specific information necessary for the development, production or use of goods, including blueprints, plans, diagrams, engineering designs and specifications¹². Its guidance says:

• "Any transfer, permanent or temporary, of controlled technology overseas requires an export licence"¹².
• The recipient's location decides the destination, not where the server sits, and encryption does not remove the need for a licence¹².
• The rule applies to technology created or acquired in the UK whatever its origin, including US-origin technology, which may also carry US export controls¹².
• Information already in the public domain, basic scientific research and some minimum installation or repair information are exempt¹².

Exporting controlled items without a licence is a criminal offence, with penalties up to 10 years' imprisonment¹³. Items not on the control lists can still be caught by end-use controls, such as the military end-use control¹³.

Suppliers to defence, aerospace and nuclear customers, and makers of goods in categories such as materials processing and electronics on the dual-use list¹³, should check before licensing anything technical. Removing names does not change a drawing's control status. We treat controlled technical data as out of scope, ask about it on our first 30-minute call, and suggest you check your items with the ECJU's goods checker tools and take advice¹³.

What makes a manufacturer's records valuable?

Long, linked and explained history. The most useful archive follows a job from enquiry to quote, works order, inspection, non-conformance, corrective action and engineering change, with the emails that show why each decision was made.

• Links across systems. Labelbox Prism rates cross-system data, including ERP and supply chain coordination, as high demand³.
• Depth. Cognor Labs says it usually looks for 2 to 3 TB of records per company⁵. micro1 says several years of records across several systems is generally a stronger fit⁷.
• Reasoning. NCR and CAPA write-ups with root-cause analysis show judgement that a bare transaction log cannot.
• Your own designs and processes. Ventra specifically seeks proprietary CAD and engineering records⁴, provided they are yours to license.
• English. micro1 wants records mainly in English⁷.

Value drops with paper travellers that were never scanned, build-to-print work full of customer drawings, controlled technology, and records your client contracts keep confidential. Polyshares' licence, for example, does not cover what you hold on behalf of clients⁶. See what AI companies buy for how buyers use such records.

How many UK manufacturers could qualify?

The ONS counts 14,380 UK manufacturing enterprises with 20 to 249 employees in its 2026 business count, about 11% of all UK enterprises in that size range (our arithmetic) and the largest group among the sectors we serve¹⁶.

The largest divisions in that range are fabricated metal products (2,645), food products (1,535), machinery and equipment (1,230), rubber and plastic products (1,200) and computer, electronic and optical products (840)¹⁶. Counts are rounded by the ONS to the nearest 5; division totals are our sums. The ONS does not split the 20 to 49 band, so fewer clear micro1's 30-staff floor or Scale AI's preferred 40^7,2; 5,930 have 50 to 249 staff¹⁶.

Compare manufacturing with other sectors on the sectors page, and buyers' size floors on who buys company data for AI.

Related sectors: licensing logistics data to AI buyers and selling code and engineering history to AI.

See what your records could be worth. Free, confidential, and no data changes hands. Sellers pay nothing: see how we are paid.