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Case study

47-Person Manufacturer Paid $730,000 for Records: Case Study

A 47-person manufacturer was paid $730,000 to license work instructions, quality reports, maintenance logs and engineering change records.

Company type
Manufacturer
People
47
Records licensed
Work instructions, quality and nonconformance reports, maintenance logs and engineering change records
Amount paid
$730,000

These are deals Origin helped place. Company and buyer names stay private, and each is an individual outcome, not a forecast for another company: what a buyer pays depends on the records, rights, demand and agreed scope. See all case studies.

Digital calipers on a quality inspection report on a factory workbench
Short answer

A 47-person manufacturer was paid $730,000 for licensing work instructions, quality and nonconformance reports, maintenance logs and engineering change records, in a deal Origin helped place. This is one outcome, not a forecast: price depends on the records, the rights held, demand and the agreed scope.

  • Payment: $730,000 to a manufacturer with 47 people.
  • Records licensed: work instructions, quality and nonconformance reports, maintenance logs and engineering change records.
  • Mercor lists manufacturing among its target industries: “Work orders, QA logs, spec sheets.”
  • Customer drawings and ITAR or EAR-controlled data must be cleared or removed first.

What records did the manufacturer license?

The manufacturer, with 47 people, licensed four kinds of records: work instructions, quality and nonconformance reports, maintenance logs and engineering change records. Origin does not publish the years covered, the volume or the terms.

These are the records a shop keeps to run production and pass audits. Mercor lists the same family of records for manufacturing: “Work orders, QA logs, spec sheets.”

Record type licensedWhat it shows an AI modelWhat must be removed or cleared first
Work instructionsHow a part is made, step by step, on real equipmentCustomer part numbers and drawings under NDA; controlled technical data
Quality and nonconformance reportsHow a defect is found, contained, traced to a cause and fixedCustomer names; inspector and operator names
Maintenance logsHow machines fail and how technicians repair themEmployee names; vendor-confidential procedures
Engineering change recordsWhy a design or process changed and who approved itCustomer-owned designs; ITAR or EAR-controlled data

What do AI companies do with manufacturing quality records?

They use them to train and test models on how factory work is actually done and corrected. Mercor says “Frontier AI models are increasingly being trained to work inside companies, navigating real tools, workflows, and decisions,” and that “Public data and synthetic datasets cannot replicate that.”

A nonconformance report linked to the engineering change that fixed the problem, and to the updated work instruction, shows a full loop of expert reasoning. See licensing manufacturing quality records for AI.

How much is a manufacturer’s data worth?

In this deal, a 47-person manufacturer was paid $730,000. That is one outcome; Origin does not publish the scope, exclusivity or terms behind it.

Published company-data programs list the ranges below. None publishes a figure specific to manufacturers.

Published programWhat it says it pays companiesWho it says it is looking for
micro1 Enterprise Data Partnerships$100K-500K for qualified partnerships; $500K-3M for large-scale operational datasets; $3M+ for highly unique proprietary dataEstablished companies with 30+ full-time employees and substantial historical operational data, primarily in English
Handshake AI company data licensing$100K to $4M+ payouts; its estimate is "indicative" and "not an offer"Companies with 20+ full-time employees and 3+ years in operation
Mercor data programNo dollar range published; compensation is based on data volume, the tools connected and the depth of the dataLists manufacturing among target industries: “Work orders, QA logs, spec sheets”

Figures as published on 12 November 2026 by micro1, Handshake AI and Mercor. They are program ranges, not quotes for any company.

Origin Data Partners works with companies that own data and helps get it bought. We are independent of the services on this page, and a buyer may pay us when a deal closes (how Origin is paid). See what your data is worth.

Can a small manufacturer sell its data?

This manufacturer had 47 people. Published floors vary by program: Handshake AI looks for “20+ full time employees & 3+ years in operation,” and micro1 looks for “30+ full-time employees.”

For a job shop, years of linked quality records often matter more than headcount. If you own your process documentation and can separate it from customer designs, that is the usual starting point. See data licensing for manufacturers and are AI companies buying data from small businesses.

What had to be removed or checked first?

Origin does not publish the checks made in this deal. For any manufacturer, start with customer contracts: drawings, specifications and part data you received under NDA usually belong to the customer, and quality agreements may restrict how inspection data is used.

Then check export controls. If you make defense parts, ITAR’s definition of technical data “includes information in the form of blueprints, drawings, photographs, plans, instructions, or documentation.” Under the EAR, releasing controlled technology to a foreign person in the US is a “deemed export.” Finally, remove employee names from logs and reports. See how to de-identify company data before licensing.

How does the process work?

A manufacturer can start at category level: which kinds of records exist, for how many years, and which involve customer designs. No drawings or files are shared to begin.

Start with a company overview. Origin helps organize the record categories, open questions, and a possible next step in a Company Licensing Brief. Your company separately approves any named introduction, evaluation access, and license. No files or system connections are required to begin.

StepWhat happens
1. Describe the companyStart with your company name, website, and contact details. Add your industry, team size, country, and the types of records your business has.
2. Talk through the opportunityOrigin follows up to understand the business, the records you describe, and the question you want to explore. Together we organize a Company Licensing Brief: categories, questions to resolve, unknowns, and a possible next step.
3. Explore a relevant opportunityIf a relevant opportunity is identified, Origin explains the proposed recipient and the company information to be shared. Your authorized contact approves that named introduction before it is made.
4. Assess the termsYour company reviews the proposed license and decides whether to proceed. Confirm the records, permitted uses, delivery requirements, and payment conditions.

The full steps are on how it works. The brief is a starting point for a discussion. It is not a valuation, rights clearance, or a receiving program’s acceptance.

Is licensing data the same as selling a manufacturing company?

No. Selling a manufacturing company transfers the business. A data license grants defined rights to use a copy of certain records; the shop keeps running and keeps its records. A manufacturing company valuation for a sale looks at the business itself, and a data license does not set that number.

If you are asking what your business is worth for a sale, see what is my business worth. Per-employee figures across deals with known headcounts are in company data value per employee. More deals are on the case studies page.

Does your company hold records like these? See what your data is worth.

Common questions

How much did a 47-person manufacturer get paid for its data?

$730,000, for licensing work instructions, quality and nonconformance reports, maintenance logs and engineering change records, in a deal Origin helped place. This is one outcome, not a forecast.

What manufacturing records do AI companies want?

Mercor lists work orders, QA logs and spec sheets for manufacturing. In this deal, the records were work instructions, quality and nonconformance reports, maintenance logs and engineering change records.

Can I license records that include customer drawings?

Usually not without the customer’s agreement. Drawings and specifications received under NDA generally belong to the customer; separate them out first.

Do ITAR and export controls apply?

They can. ITAR technical data includes blueprints, drawings, instructions and documentation for defense articles, and the EAR treats releasing controlled technology to a foreign person in the US as a deemed export.

Is a data license the same as selling a manufacturing company?

No. A license grants rights to use a copy of certain records; the business keeps operating and keeps its records.

Sources and further reading

What is your company’s data worth?

AI companies pay $20K to $5M for company records. Six questions, no files.