Can an engineering or architecture firm license its project data to AI?
Design firms keep two kinds of material. The drawings and models belong to the project, and often to the client. The working trail around them, the review comments, the calculations, the questions from the contractor and the way a conflict between disciplines was settled, is where the firm’s judgment shows. That second kind is usually the better fit.
What a design firm has that is licensable
| Design review comments | The marked-up sheet and the reply that explains why a detail changed. The change matters less than the reason. |
| Calculation packages with the checks | The numbers, the assumptions and the reviewer’s correction, kept together by project phase. |
| Requests for information and answers | Questions from the builder and the design team’s answers. A good set shows how ambiguity in a drawing turned into a decision. |
| Coordination notes between disciplines | Where structure, mechanical and architecture clashed and who gave way. Rarely written anywhere else. |
| Closeout and lessons-learned memos | The short internal write-up of what went wrong and what the firm will do differently next time. |
The drawing is one thing, the conversation about it is another
Finished drawings are widely available in some form, and they usually carry the client’s rights. What is scarce is the exchange that produced them: the reviewer who found the clash, the engineer who explained the assumption, the architect who asked for a different approach.
A firm that kept those exchanges in an email thread or a project tool has, in effect, written down how its design process works. That is what AI companies are studying when they look at engineering work.
Seals, standards and client contracts
A professional seal means a licensed person stands behind a document. A license to learn from past documents is not the same as using them to produce new sealed work, and the terms can say so plainly.
Most client contracts address ownership of the work product, and some address confidentiality. Read them first. Many firms find that their own review notes and internal memos are clearly theirs even where the drawings are not.
What stays out of a design set
| Client drawings and models | Left out where the contract gives the client the rights, which is common. |
| Names of clients, sites and project teams | Replaced with stable stand-ins so a project can be followed from start to finish without being identified. |
| Security-sensitive facilities | Projects such as secure buildings and critical infrastructure are screened out unless the client agrees. |
An example, invented for illustration
A mid-size structural and architectural practice keeps its review comments and reply memos in a project tool, numbered by phase. A set pairs each reviewer comment with the designer’s answer and the later revision note, with client and site names replaced. Projects for secure facilities are left out, and a partner approves the sample before anything is exported.
Questions owners ask about this
Does a license let an AI produce sealed drawings?
No. A license covers learning from past material under agreed terms. Sealing and signing work is a professional act, and the terms can state that nothing licensed is used for it.
Our work is mostly for public agencies. Can we still license anything?
Maybe. Public contracts often set their own rules on documents and reuse, so the contract comes first. Your firm’s internal notes may still stand on their own.
We use several design tools. Is that a problem?
It is common, and the work is connecting a review comment to its project and phase. The tools matter less than whether the comments and replies were saved at all.
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Keep reading
Records to look at first
- Change orders and RFIs: A question, an answer and a price, tied together across a whole project.
- Project and task history: Jira, Asana, Linear, Monday, Trello, ClickUp and Airtable comments and status changes, not task titles.
- CAD and engineering files: The design with its feature history, its simulation and its test, with customer designs and catalog parts left out.
- Inspection reports and photos: A finding beside its photos and its fix, with faces, plates and addresses removed first.
Other industries
- Construction companies: RFIs, change orders and site logs; the floor counts the office, and owners hold the plans.