If you run an engineering firm or an in-house engineering team, the drawings, calculations and test records you've built up over the years are work AI labs want their models to learn from. Buyers tell us engineering is on the short list of industries they'll pay a premium for. Read on to find out why, what in your firm you can license, what has to stay out, and how the process runs.
Why AI labs want engineering work
Buyers pay a premium for full company datasets from industries built on high-value knowledge work, and engineering is one of the industries they name. The work takes years to learn, and almost none of it is on the public internet. A textbook explains how to size a beam. Your firm holds the real calculations, with the load cases someone argued over, the revision that followed the review, and the test that proved it.
Our guide to who buys company data for AI training covers the four kinds of buyer and how you reach them.
What GDPval shows about engineering work
OpenAI's GDPval benchmark, published in September 2025, shows which jobs labs measure their models against. It tests AI models on real tasks from 44 occupations across the nine sectors that each contribute more than 5 percent of US GDP. Manufacturing is one of the nine, and mechanical engineers and industrial engineers are two of its occupations. Project management specialists and software developers are on the list under professional services.
OpenAI built each task from the work product of a working professional, and it names an engineering blueprint as one example. Those professionals average 14 years of experience, and a task takes an expert about seven hours to complete. The paper lists CAD design files among the formats the tasks use. OpenAI also reports that models perform better when they get more context about a task, and your project files hold that kind of context for real work.
Work that can be checked is the easiest to license
Buyers tell us that the more objectively a piece of work can be checked, the more readily they license it. Engineering work is built to be checked. A calculation has inputs and an answer. A part passes its test or it fails. A simulation can be compared with the measurement.
That matches what buyers pay for in every industry. Records that show an outcome are worth more than records that don't, and engineering files carry their outcomes with them. Our guide to how much your company's data is worth to AI labs covers the six factors behind the price.
What an engineering firm can license
| What you hold | What it shows | What has to come out first |
|---|---|---|
| CAD models and drawings | How a design takes shape, revision by revision | Designs your clients own, and vendor parts data you license |
| Calculations and simulation results | How your team gets to an answer, with the inputs and the checks | Standards and code text you license from a publisher |
| Specifications and design reports | The reasoning behind a design decision | Anything under a confidentiality agreement |
| Change requests and revision history | What changed, who asked for it, and why | Client names and personal details |
| Test, inspection and failure records | Whether the design worked, and what was done when it didn't | Export-controlled technical data |
| Project email and chat | The reasoning between the files | Personal details, and anything unrelated to the work |
The value is highest where these connect. A drawing linked to the calculation behind it, the change request that revised it, and the test record that passed it is a complete record of how your firm solves a problem. Our guide to what your company's docs are worth to AI labs covers how project folders in Google Drive or OneDrive get exported and licensed. If your team writes firmware or software, our guide to what kind of code AI labs pay for covers that side.
What has to stay out
You decide the exclusions before anything is exported:
- Designs and files your clients own. If you did the work under contract, check who owns it before you include it.
- Standards, codes and vendor data you license from someone else.
- Export-controlled technical data.
- Anything you received under a confidentiality agreement.
- Designs for products you still sell and want to protect. Many firms start with retired product lines and completed projects.
- Names and personal details in project files and email, which are replaced with pseudonyms to a documented standard.
- Credentials and access details.
This isn't legal advice, and your counsel should review the scope before anything is exported. If most of your work is done for clients, our guide to what agencies and consultancies can license to AI labs covers what you own and what your clients own.
What it's worth
Typical full-company licensing deals start at six figures, and buyers pay a premium above that for industries like engineering. There's no rate card, and a real number takes a scoping call. One public reference point is Spirit Airlines, whose operating records drew bids of 10 million and 12.5 million dollars in bankruptcy court, and that package included years of maintenance records and production code. Our breakdown of the Spirit Airlines data deal covers what was in it.
How the process runs
Licensing through us runs in four stages:
- Scope. You take the assessment, we hold a short scoping call, and you decide what's in and what's out.
- Agree. You review and sign standard terms covering your license and your earnings.
- Package. You export the files with our guidance, and we replace names and personal details with pseudonyms, document what's included in a manifest, and get it ready for buyers.
- Get paid. Buyers evaluate the data without knowing whose it is, and you're paid on every sale.
You keep ownership the whole way through, and your firm is never named publicly. Our guide to how long it takes to license your company's data covers the timeline and what buyers check, and our owner's guide to licensing company data for AI covers the full process.
Where to start
The quickest way to find out what your firm's work could license for is to take our free data value assessment (ten questions about your systems, history and industry, about five minutes). You get an estimate, and a scoping call after that gets you a real number.
Where Troveo fits
Troveo is a data licensing marketplace. We work with more than 40 active buyers and we've paid rights holders more than 20 million dollars. You sign one license, you decide what's in and what's out, we handle the packaging and every buyer conversation, and you're paid on every sale with no fees and no deductions. Start with the data value assessment, read our business data page for how the process works, or talk to us about what your firm holds.