Industry guide
Selling your engineering or architecture firm's data to AI companies: what buyers want and who qualifies
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The short answer
Yes, an engineering or architecture firm can sell AI companies a license to a de-identified copy of its records, and some buyers name the category. One broker lists engineering and construction with a deal example built on “CAD drawings, calculations, technical reports, revisions and specifications,” and another names architecture, engineering and construction (source: program terms, Regulr buyer directory). Each figure on this page is a program's own advertised term; our buyer directory lists the programs and links to their published terms.
Most programs look for 20+ full-time staff, which A/E firms reach quickly because nearly everyone works at a desk. Proposals, project financials, QA/QC and firm standards are usually sellable after names come out. Drawings and calcs need a project-by-project contract screen, and federal or CUI work stays out. You keep your records and license a copy.
Why AI companies want engineering and architecture firm data
AI labs are building agents that do professional work, and they need examples of that work done by experts, with the result attached. A design firm produces exactly that on every project. A proposal ends in a win or a loss. A fee estimate meets the hours actually billed by phase. A shop drawing comes back approved, revised or rejected, with the reason marked up in Bluebeam. A Revit model goes through dozens of revisions under code, budget and client limits, and the RFI log shows why each change happened.
Three things make an A/E firm stand out from other businesses with the same headcount:
- Almost everyone works at a desk. Federal wage data for NAICS 5413 (architectural, engineering and related services) puts architecture and engineering occupations at 43.9% of employment, business and financial roles at 12.5%, management at 10.8% and office and administrative support at 7.6%, while construction trades are 4.2% (source: BLS Occupational Employment and Wage Statistics, May 2025, NAICS 541300). By our reading, at least three quarters of the people in a typical firm are desk staff.
- The records connect. A project number in Deltek Vantagepoint, Ajera, BQE Core or Monograph ties the proposal, the contract, the hours by phase, the invoices and the write-offs together, and the same number names the folder on the file server where the models, calcs, specs and RFIs live. Linked records with outcomes are what buyers rank highest.
- The history is long. Many firms have Revit projects back to about 2010 and AutoCAD or MicroStation archives older than that. Version history is the premium, in our view: every revision plus the review comments that drove it shows design judgment and its result, which is why one broker's example lists “revisions” next to the drawings (source: program terms, Regulr buyer directory).
Buyers say so in their own words. One data marketplace that publishes an engineering guide says “engineering is on the short list” of industries buyers pay a premium for, one buyer program lists AutoCAD among the sources it buys from, and another names CAD next to Salesforce, Jira and SAP (source: program terms, Regulr buyer directory). For the short version of what that means for your firm, our overview for engineering and architecture firms lays out the records and the review in one page.
AI buyers that name engineering and architecture
These are the programs in our registry whose own pages name architecture or engineering, shown by type. Each cell is the program's own published term; our buyer directory lists the programs and links to where each says so.
| Program | What it names | Who qualifies | Advertised pay |
|---|---|---|---|
| Broker A | Engineering and construction | 20+ full-time staff now or at peak, 3+ years of records, US-based, working mainly in English. Operating, downsizing and closed firms qualify. | An estimator example of $385K to $895K for a 100-person, 10-year firm, labeled an illustration based on its partner's payout model. |
| Broker D | Architecture, engineering and construction | Its estimate form accepts 20 to 5,000 full-time employees and 3 to 100 years in operation, with regions of US, Canada, Australia, Europe and other. "Data from any industry may qualify." | "Your company's operational data could be worth $50k-$4M+." It says the company keeps ownership of the underlying data and is paid for each licensing deal done with an AI lab. |
A few notes on reading the table. Broker A is the one whose deal example reads like an engineering project file: CAD drawings, calculations, technical reports, revisions and specifications. It accepts operating, downsizing and closed firms. Broker D names architecture, engineering and construction as one category and lists “documents, spreadsheets, presentations, contracts and designs” among what it buys (source: program terms, Regulr buyer directory).
Other programs fit A/E firms without naming them. One buyer program buys engineering records (CAD and CAE files, technical drawings, change requests, commissioning records) from industrial companies only, which suits MEP, process and industrial engineering firms better than building architects, in our view. It takes customer drawings only if the company holds the rights and no confidentiality agreement stands in the way. One large buyer program counts only office staff and accepts firms on size, but names no A/E tier and excludes defense and export-controlled work. Several others accept most industries if you clear their headcount gates (source: program terms, Regulr buyer directory).
What A/E firm records AI buyers value
The pattern across buyers is simple: they want what your people wrote, decided and checked. In a design firm the split that matters is between records about how the firm runs, which are usually yours outright, and project deliverables, which turn on each client agreement.
| Record type | Where it usually lives | Why buyers value it | Usual rights status |
|---|---|---|---|
| Proposals, fee estimates, go/no-go and win/loss | Deltek Vantagepoint CRM, BQE Core, Monograph, Ajera, Unanet, Word, InDesign | Pricing of professional services with a known outcome | Sellable after names come out; the client's RFP text is the client's |
| Project financials: budgets, hours by phase, earned value, write-offs, utilization | Deltek Vantagepoint or Ajera, BQE Core, Monograph, Unanet | Estimate versus actual effort by project type | Sellable after names come out; timesheets aggregated |
| QA/QC checklists, peer-review comments, lessons learned | Bluebeam, Excel, SharePoint | Error-catching records with the defect found and why | Sellable after project identity is stripped |
| Design, CAD and BIM standards, typical details, firm-built Revit families | Revit, AutoCAD, SharePoint, Egnyte | The firm's distilled practice, reusable across projects | Sellable if firm-authored; manufacturer and client standards excluded |
| Code analyses and plan-review responses | Email, Bluebeam, municipal portals | Comment-and-response pairs on code interpretation | Sellable after names come out (your responses) |
| Drawings and models, all versions | Revit, AutoCAD, Civil 3D, MicroStation or OpenRoads; ACC or BIM 360, Egnyte, Panzura, Newforma | How a design evolved under code, budget and client limits | Contract screen per project |
| Calculations (structural, MEP loads, hydraulics, energy) | RISA, ETABS, SAP2000, Trane TRACE, Carrier HAP, Mathcad, Excel, HEC-RAS | Step-by-step expert reasoning with checked results | Contract screen per project |
| Specifications (project manuals) | MasterSpec-based Word files, Deltek Specpoint, BSD SpecLink | Structured requirements linked to drawings | Firm edits only; licensed master-guide text belongs to its publisher |
| RFI responses and submittal or shop-drawing reviews | Newforma, Bluebeam Studio, Procore as an invited user, ACC | Real field questions and the designer's reasoned answer | Your comments are yours; the contractor's questions and the fabricator's sheets are not |
| Technical reports, studies and field observation reports | Word, shared drives, Newforma, Bluebeam | Written professional judgment on site and system conditions | Often client-confidential; screen per project |
The first five rows are where most A/E firms start, because they are the firm's own business records and rarely depend on a client agreement. Proposals with win or loss and fee estimates linked to actual hours are also the records few other industries can supply in such a clean form. The drawing and calculation rows usually hold the most volume, and they are the ones that need a contract screen first.
The test that sorts most A/E records
Is it about how your firm runs (pricing, staffing, QA, standards)? Usually yours to license once names come out. Is it a deliverable for a client? Then the client agreement for that project decides, and federal, CUI and security-sensitive projects stay out whatever the agreement says.
De-identifying drawings, models and A/E project files
Design files carry identity in more places than a spreadsheet does, and buyers will ask how each one is handled. These are the spots that usually need attention in an A/E archive:
- Title blocks and sheet borders. Client and owner names, project names, site addresses, project numbers, the firm's own name and logo, and the initials of whoever drew and checked each sheet.
- Seals and license numbers. Professional seals and signatures identify a named engineer or architect and are removed or masked on every sheet.
- Model properties. Revit project information, sheet parameters and shared coordinates can hold the client, the address and the real-world location even when the sheets are clean.
- Folder names, file names and external references. Project folders are often named after the client or the street, and xrefs and links repeat those paths inside the files.
- General notes and specs. Notes that name the owner, the jurisdiction or a tenant, and specification front ends that carry the owner's name and bid information.
- Photos. Site photos carry GPS coordinates in their metadata, and people in them are removed or blurred.
- Email and RFI logs. Signatures, phone numbers and contractor identities appear in every thread.
Ask each buyer whether its pipeline works on native DWG and RVT files or needs exports such as PDF or IFC, and who does the masking: your team, the buyer, or a specialist it uses. One buyer program says a specialist PII partner strips identifying fields before it or any lab sees the records (source: program terms, Regulr buyer directory). Either way, you approve a de-identified sample before the full delivery, and you can keep any project out if the design itself would point to a well-known building.
The firm's business records are easier. Proposals, fee estimates and project financials mostly need client names, contacts, staff names and pay rates replaced with consistent tokens, so a project still links from proposal to final invoice without naming anyone. That is one more reason those records are usually the first in scope.
Who qualifies to license engineering firm data
Headcount gates are where most businesses win or lose a buyer. A/E firms do well here, because the desk team is nearly the whole firm.
| Program | Size gate | History |
|---|---|---|
| One buyer program (counts office staff only) | 20+ full-time US office employees | 3+ years of records still in your systems, 5+ systems |
| Broker A | 20+ full-time staff now or at peak | 3+ years of records; closed firms qualify |
| Broker D | 20 to 5,000 full-time employees on its estimate form | 3 to 100 years in operation |
| One buyer program that lists AutoCAD as a source | 20+ full-time employees | 3+ years in operation |
| One AI training-data company | 30+ employees; its form describes 30 to 200 | No minimum published |
| One large AI training-data company | 40+ employees as a preferred starting point | Asks for years of records |
| One buyer program for industrial engineering records | No minimum published | Closed companies accepted |
Office staff and field staff
Where a buyer counts only office employees, an A/E firm counts nearly everyone: designers, engineers, drafters, project managers, accounting and marketing. By our estimate a 25-person firm already has 20 or more office staff, so it clears an office-staff gate that a contractor of the same size would not. Survey crews, inspectors and construction observers who spend their days in the field may not count, so ask each buyer how it treats them.
Years of history and one system
In our view the strongest candidates have 10 or more years of project history on one accounting and project system (Vantagepoint, its predecessor Vision, or Ajera) and one file server, with email retained. A migration that kept the old database still counts. Digital drawings from only the last few years make a thinner dataset.
Firms in the band, for context
The Census Bureau's 2022 business counts show 6,137 engineering services firms (NAICS 541330), 1,589 architectural firms (541310) and 545 surveying and mapping firms (541370) with 20 to 499 employees (source: Census, Statistics of US Businesses 2022, detailed sizes). Environmental consultancies often hold records that look like engineering records and are reviewed the same way.
Who is a harder fit
- Firms whose portfolio is mostly federal, DoD, transit, airport or utility security work.
- Firms whose standard client agreements assign ownership or copyright to the client on most projects.
- Firms recently acquired by, or under LOI with, a larger platform, whose records may now belong to it.
- Mostly custom-residential practices, where plans and photos can point to a private home.
- Firms with an open professional-liability claim, where the insurer may object to releasing project files.
What buyers advertise paying for A/E firm data
No buyer publishes a price for engineering or architecture data specifically. What exists are each program's general ranges. A few that matter for a design firm:
- One buyer program that counts only office staff: $100K to $5M advertised, with indicative offers of $200K to $500K for 20 to 49 US staff, $400K to $900K for 50 to 149, and $800K+ for 150+ in its affiliate FAQ. It names no A/E tier, so ask where your firm sits before relying on a band (source: program terms, Regulr buyer directory).
- Broker D, which names architecture, engineering and construction: “$50k-$4M+” (source: program terms, Regulr buyer directory).
- One AI training-data company that buys “project histories, and QA processes”: $100K+ for a qualified partnership, $500K+ for large datasets, $1M+ for highly unique data (source: program terms, Regulr buyer directory).
- One buyer program that lists design files among what it buys: $100K to $2M+, with four closed deals on its track-record page, each a perpetual exclusive license (source: program terms, Regulr buyer directory).
Treat estimators with care. Broker A's example for a 100-person, 10-year firm ($385K to $895K) and another buyer program's ($383,083 to $896,969) are nearly identical (source: program terms, Regulr buyer directory), so they are not independent valuations. What actually moves an A/E firm's price is years of history, version history on models, proposals tied to outcomes, and how many projects pass the contract screen. Our data value checker walks through those factors.
Architecture firm data licensing starts with the client contract
For a design firm, the most important question is not the software. It is the agreement on each project. Three standard positions cover most of it.
- AIA B101. Under the standard owner-architect agreement, the architect and its consultants are “deemed the authors and owners” of their instruments of service and retain their rights, including copyright. The owner receives a license to use them for the project (source: AIA Contract Documents, The Rights of an Architect's Instruments of Service).
- EJCDC E-500. Public copies of the standard owner-engineer agreement keep for the engineer an ownership and property interest in its documents, including the copyright and the right of reuse. Many owners modify that paragraph, and some modified versions hand final documents to the owner.
- Federal contracts. FAR 52.227-17 says the contractor “shall not use, release, reproduce, distribute, or publish any data first produced” under the contract without the Contracting Officer's written permission (source: 48 CFR 52.227-17, Rights in Data, Special Works (Cornell LII)). Controlled Unclassified Information has its own handling rules (source: 32 CFR 2002.4(h), definition of CUI (Cornell LII)).
Copyright law sits underneath. The Copyright Act protects “architectural works” and treats “technical drawings, including architectural plans” as pictorial and graphic works, and a work prepared by an employee in the scope of employment is a work made for hire owned by the employer (source: 17 U.S.C. § 101, definitions (Cornell LII)). That is why drawings your own staff produced are usually the firm's, unless a client agreement moved them.
Firms that license drawings usually screen at the project level and include only projects on unmodified forms with private clients. Our guide to who owns architectural drawings and engineering documents walks through B101, E-500, copyright, work for hire and federal projects, and how a project screen works.
What usually stays out of an A/E data license
A/E project files hold a lot of other people's material. Sorting it out is the main work before you talk to buyers. In summary:
- Federal, DoD, CUI, ITAR and transportation security projects. Data-rights clauses and handling rules govern these, and at least one buyer program excludes defense and export-controlled work outright (source: 48 CFR 52.227-17, Rights in Data, Special Works (Cornell LII), program terms, Regulr buyer directory).
- Projects where the client owns the documents. Work-for-hire language, an owner-modified E-500 that transfers documents, or a client NDA takes the project out of scope.
- Client-owned site data. Surveys, geotechnical reports and environmental data that the client commissioned or supplied are the client's.
- Other firms' content. Contractors' RFI questions, fabricators' shop drawings, subconsultants' sheets, manufacturer Revit families and the licensed base text of master-guide specifications belong to their authors. Buyers typically take your review comments and metadata without the reviewed sheets.
- Claims, disputes and legal holds. Anything tied to a professional-liability claim or a dispute stays out.
- HR, licensure and continuing-education records. These are personal records with little training value.
- Hired photography and people in images. Images from outside photographers belong to them, and occupants or workers in site photos are removed.
None of this empties the dataset. Proposals, financials, QA/QC, standards and code responses remain, plus the projects that pass the screen. You approve the scope, and each exclusion is named in the contract.
Deltek, Autodesk and Newforma: what your software says
The A/E software terms we read on October 18, 2026 mostly say the firm owns its data. The traps are short exit windows and one older license grant.
- Deltek. Its SaaS terms say “Customer owns all rights, title and interest in and to Customer Data” (ST12.1), limit use of the service to internal use (ST2), bar bots and scraping without written approval (ST3.2), and provide Customer Data only on a written request made within 30 days of termination (ST12.2) (source: Deltek SaaS Terms V20261009 (ST2, ST3.2, ST12)). Deltek's AI page says customers' data will not be used to train large language models (source: Deltek, AI security and trust).
- Autodesk. In its December 8, 2025 terms update, Autodesk said you own your content and clarified that under its Acceptable Use Policy “you may train on your models and data,” with scraping limits applying to Autodesk's own content (source: Autodesk News, terms of use update (Dec 8, 2025)).
- Newforma. The agreement effective October 1, 2026 says the customer retains all rights in Customer Data (2.3(e)) and that Newforma will not use it to train general-purpose or shared AI (2.3(h)) (source: Newforma MSSA, effective October 1, 2026). Firms still on the Newforma Konekt terms granted Newforma a perpetual, irrevocable, sublicensable license that includes training machine learning and large language models (9.3) (source: Newforma Konekt terms (updated June 26, 2023)), so a buyer cannot get those records exclusively.
- Bluebeam and Egnyte. Bluebeam's addendum grants Bluebeam a perpetual right to use content from AI trials and betas for training (2.3.2) (source: Bluebeam Product and Services Addendum (March 7, 2026)). Egnyte says the customer owns its content but must export it before termination (5.a, 11.c) (source: Egnyte Terms of Service (July 2026)).
Our guide to Deltek, Autodesk, Newforma, Bluebeam and Egnyte data terms covers each clause, what each system stores, and what to export before you renew, switch or sell.
If you are selling or transitioning your firm
A/E firms are changing hands at a steady clip. Capstone Partners counted 361 AEC services transactions in 2025, with private equity behind 138 of them, 38.3% of the total (source: Capstone Partners, AEC Services Sector M&A Update (Mar 24, 2026)). Meanwhile AIA's billings index read 46.6 in July 2026, with billings declining at firms of all specializations (source: AIA, ABI July 2026: Architecture firm billings remain weak). For a principal planning a sale, an internal transition or a retirement, a license of the firm's non-client records can be a separate cash event.
It is also a contract a buyer of your firm will read in diligence. Exclusivity is the term to watch: one buyer program requires 24 months of seller exclusivity, and another's published deals are perpetual exclusive licenses (source: program terms, Regulr buyer directory). Our guide to selling an engineering or architecture firm with a data license in place covers timing, valuation context and the questions acquirers ask.
How an A/E firm data deal runs, step by step
- Inventory. List your systems (Deltek or BQE, Revit and CAD archives, file servers, Newforma or Bluebeam, Microsoft 365), how many years each holds, and roughly how many projects a year you deliver. Nothing leaves your systems at this stage.
- Project screen. Sort projects by agreement: unmodified B101 or E-500 with a private client, modified or work-for-hire, and federal or security-sensitive. Only the first group is a candidate for drawings and calcs.
- Scope. Decide what is in and what is out. You approve the scope, and it is written into the contract.
- De-identification. Client and owner names, site addresses, title blocks, seals, license numbers and staff initials are masked or replaced with consistent tokens. One buyer program says a specialist PII partner strips identifying fields before it or any lab sees the records, and a large AI training-data company says it removes personal information and may synthetically rewrite datasets (source: program terms, Regulr buyer directory).
- Offers. Buyers review a sample or a description and make an offer. One program says it makes an offer within one to two weeks of intake, and another promises a quote within 48 hours (source: program terms, Regulr buyer directory).
- Terms. Price, payment schedule, exact scope, exclusivity, permitted uses (including a promise not to reproduce any specific building), deletion at the end of the term, and the warranties you give about your rights.
- Delivery. The records go from your systems to the buyer you chose. With Regulr, they never pass through us.
The best position is more than one written offer, because buyers price the same records differently and their terms differ even more. That comparison is the work Regulr does for the seller. To see how your firm would come out, start with our page for engineering and architecture firms and see what your project records could qualify for. Related guides cover multifamily developers, whose records sit next to yours on many projects.
How Regulr is paid, and how we write these pages
Regulr is a sell-side advisor. When a business we introduce signs a license, we may be paid a fee by the buyer or through a program's referral terms. We list every program we can verify whether or not it pays us, order is never set by fees, and every figure is the company's own advertised term with a link to where it says so. Regulr has not closed a data deal yet, so nothing here describes our results.
Frequently asked questions
Can an engineering firm sell its data to AI companies?
Yes. Several AI training-data companies license de-identified copies of company records, and some name the category outright: one broker lists engineering and construction with an example built on CAD drawings, calculations, technical reports, revisions and specifications. What a deal covers is the records your firm created, such as proposals, fee estimates, project financials, QA/QC reviews, design standards and, after a contract screen, drawings and calculations. You license a copy and keep your originals.
Can an architecture firm license its drawings to AI companies?
Often, project by project. Under the standard AIA B101 the architect and its consultants are deemed the authors and owners of their instruments of service and keep the copyright, while the owner gets a license for the project. Owner-modified contracts, work-for-hire clauses, federal data-rights clauses and security-sensitive projects can change that, so firms usually screen each project's agreement before any drawings go into scope.
How much is an engineering firm's data worth?
No buyer publishes an A/E price. The programs that accept A/E firms advertise broad ranges, such as $100K to $5M at one buyer program and $50K to $4M+ at a broker that names architecture, engineering and construction. What moves the number is years of history, version history on drawings, proposals linked to win or loss, and how many projects pass the contract screen. Advertised ranges are not offers, and only a written offer tells you what a buyer will pay.
How many employees does an A/E firm need to qualify?
Most programs start at about 20 full-time staff, and A/E firms clear that more easily than most businesses because nearly everyone works at a desk. One buyer program counts only office employees and asks for 20 or more. Others ask for 20+ full-time with 3+ years of records, 30+, or 40+ as a preferred starting point. Several publish no minimum.
Will our clients find out we licensed project data?
Buyers license records with client and owner names, site addresses, occupant names, seals, license numbers and staff names removed or replaced with consistent tokens. That is not a guarantee: a well-known building or an unusual site can be recognizable from the drawings themselves. Agree in writing on which projects are excluded entirely, that the buyer will not try to re-identify anyone, and whether your firm's name stays confidential.
Can we include federal or DoD project files?
Usually not. Contracts with FAR 52.227-17 bar the contractor from using, releasing or publishing data first produced under the contract without the Contracting Officer's written permission, and CUI, ITAR and transportation security information carry their own controls. At least one buyer program lists defense and export-controlled work as excluded. Firms segregate those projects and leave them out.
Does our Deltek or Newforma contract allow us to license our data?
Deltek's SaaS terms say the customer owns all rights in Customer Data, and Newforma's current agreement says the customer retains all rights in Customer Data. The catches are elsewhere: Deltek gives one extract if requested within 30 days of termination, and firms on Newforma Konekt's 2023 terms granted Newforma a perpetual license that includes training machine learning and large language models, which matters if a buyer wants exclusivity.
Do we lose our project archive if we license it?
No. A data license gives the buyer a de-identified copy for an agreed use and term. Your Revit models, Deltek history and file server stay where they are, and you keep working from them. The license terms decide what the buyer may do with the copy, whether it is exclusive, and whether it must be deleted at the end.
Sources
Program terms checked against their own pages on October 15, 2026; our buyer directory lists the programs and links to their published terms. Deltek, Autodesk, Newforma, Bluebeam and Egnyte terms, the AIA Contract Documents article, the statutes, the FAR clause, Capstone's update and the AIA billings index read on October 18, 2026. BLS and Census figures computed from the public tables on October 15, 2026.
- program terms, Regulr buyer directory
- AIA Contract Documents, The Rights of an Architect's Instruments of Service
- 17 U.S.C. § 101, definitions (Cornell LII)
- 48 CFR 52.227-17, Rights in Data, Special Works (Cornell LII)
- 32 CFR 2002.4(h), definition of CUI (Cornell LII)
- Deltek SaaS Terms V20261009 (ST2, ST3.2, ST12)
- Deltek, AI security and trust
- Autodesk News, terms of use update (Dec 8, 2025)
- Newforma MSSA, effective October 1, 2026
- Newforma Konekt terms (updated June 26, 2023)
- Egnyte Terms of Service (July 2026)
- Bluebeam Product and Services Addendum (March 7, 2026)
- Capstone Partners, AEC Services Sector M&A Update (Mar 24, 2026)
- AIA, ABI July 2026: Architecture firm billings remain weak
- BLS Occupational Employment and Wage Statistics, May 2025, NAICS 541300
- Census, Statistics of US Businesses 2022, detailed sizes
Brian Boesen · Founder, Regulr AI
Brian runs Regulr AI, which works for established businesses that want to license de-identified records to AI companies. He checks each program's published terms against its own pages and updates these guides when they change. Last updated October 18, 2026.
This page is general information, not legal advice, and Regulr is not a law firm. Rules vary by state, by profession and by contract, and they apply to your facts, not to a category. You approve exactly what is in scope before anything is shared.
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