Skip to content
AI Data Payout

Updated October 2026

License your engineering firm's data to AI buyers

Independent and sourced. We feature companies that pay us a referral fee. Our scores and reviews don't change for it. How we earn

Troveo published an engineering firm licensing guide on 2026-10-12 naming CAD, calculations, change requests and test records, and says engineering draws a premium.1,2

Placeholder: engineers reviewing marked-up structural drawings and a calc package at a plan table, image pending approval
Image placeholder. The photograph for this page has not been made yet.

An engineering project is an argument made in numbers and drawings. The calc package shows why a beam is sized the way it is, the design report explains which code path was taken and why, the CAD revision history shows what changed after the client's comments or the plan reviewer's markups, and the RFI log records what the contractor could not build as drawn. A firm that has been stamping drawings for twenty years has thousands of those arguments on file.

AI developers want exactly that kind of reasoning, and engineering is one of the few niches where a buyer has written a guide just for it. Troveo lists CAD models and drawings, calculations, specifications, change requests and revision history, and test and inspection records. Mechanical and industrial engineers are occupations in OpenAI's GDPval benchmark. Nyne advertises to engineering firms with the line "Your CAD files, paid for. Clients protected."

This hub is for owners and principals of civil, structural, MEP, mechanical and other engineering firms with ten or more staff. It covers which records buyers name, what they say stays out (client-owned designs, export-controlled data, licensed standards), which buyers fit a firm your size, and what to ask first. A sub-page covers architecture firms.

US engineering services firms with 10+ employees

11,5244

US engineering services firms with 10+ employees

of them with 30+, micro1's floor

4,9874,5

of them with 30+, micro1's floor

70-person engineering firm example (Pewter's own claim, unverified)

$450K6

70-person engineering firm example (Pewter's own claim, unverified)

O*NET email score for civil and mechanical engineers

100/1007

O*NET email score for civil and mechanical engineers

Worth

What a firm's data may be worth

Set for a typical firm, 45 staff and 15 years of records. Move the sliders to match yours. Our estimate, not an offer.

Buyers

Which buyers want this data

Buyers whose own published rules fit engineering firms. We can introduce you to the ones we work with.

Featured partners

  1. #1 in our ranking

    7.7 out of 10

    micro1

    Names professional services and asks for templates, knowledge bases and project histories, which covers a firm's QA/QC procedures and design standards.13,14

    Typical payout
    $100K to $2M+, micro1 says9

    Watch out for: Says it removes personal details only "when relevant", so ask exactly how.15

  2. #2 in our ranking

    7.4 out of 10

    Polyshares

    Buys design files, Drive and email, and says it excludes data held on behalf of clients, which is the line engineering firms have to draw.16,17

    Typical payout
    $100K to $2M+, Polyshares says10
    Fees
    None, Polyshares says18
    Time to get paid
    An offer in 1 to 2 weeks, then paid in 30 to 60 days19

    Watch out for: Exclusive by default, and every deal it lists is exclusive with no end date.20,21

Everyone else we reviewed

By score, with full reviews. We have no referral agreement with these companies, so we do not link out to them.

  1. #4 in our ranking

    7.0 out of 10

    Nyne AI

    Advertises to engineering firms directly ("Your CAD files, paid for. Clients protected.") and takes firms with 20+ US W-2 staff and 3+ years.22,23

    Typical payout
    $100K or more, Nyne says24

    Watch out for: Pays only after the dataset is accepted, and publishes no timeline.25

  2. #9 in our ranking

    5.8 out of 10

    Troveo

    Has published an engineering firm guide naming CAD, calculations, specifications, change requests and test records, and says engineering draws a premium.1,2

    Typical payout
    Six figures and up for a whole company, Troveo says26
    Fees
    A share of the revenue; the percentage is not published27

    Watch out for: You are paid from a revenue share, so ask what percentage you keep.27

We feature buyers that pay us a referral fee. Our scores and reviews don't change for it. How we earn. No buyer publishes prices by industry, so within each group the order is the same as in our main ranking.

Who wants this

Do buyers want engineering firms?

No buyer publishes prices by industry, but their own intake forms show which industries they rate higher.

  • Troveo puts engineering or architecture in its top of four demand tiers: "Buyers pay a premium for data from your industry."28
  • Polyshares takes engineering and architecture, without marking it premium.29
  • VMS, a broker, gives engineering or architecture standard weight when it estimates value.30

Which buyers take a firm your size

Shown for 45 staff, a typical firm. Ask whether contractors and part-time staff count.

  • micro1We can introduce you

    30+ employees (its partnership page says 30 to 200)5,31

    Takes 45 staff

  • PolysharesWe can introduce you

    No headcount rule; the length and texture of the record matter more32

    No size floor

  • ModeWe can introduce you

    20+ full-time US office staff (accounting firms 10+, law firms 6+)33

    Takes 45 staff

  • PewterWe can introduce you

    20+ staff and 3+ years12

    Takes 45 staff

  • GreppedWe can introduce you

    No headcount minimum stated34

    No size floor

  • VentraWe can introduce you

    30+ US employees and 3+ years of records35

    Takes 45 staff

  • Mercor

    None stated36

    No size floor

  • Troveo

    No minimum stated; its estimator starts at 2037

    No size floor

  • Nyne

    20+ US W-2 employees and 3+ years23

    Takes 45 staff

  • Endless

    Roughly 30+ employees38

    Takes 45 staff

  • Supersoniq

    50+ employees and 5+ years39

    Too small at 45 staff

What buyers value

What in a firm's records buyers value

What buyers look for in your records, and what to talk through with your buyer before anything leaves your systems.

What in a firm's records buyers value
DataWhere it livesWhy a buyer values itRaise with the buyer
Calculation packagesExcel, Mathcad, analysis software outputStep-by-step engineering reasoning with inputs, assumptions and checks, the clearest written logic a firm produces.Project names and client identifiers in headers.
CAD models, drawings and revision historyAutoCAD, Revit, Civil 3D, SolidWorksWhat changed between revisions and why, which Troveo lists as change requests and revision history.Designs the client owns under the contract.
Design reports and specificationsWord, spec writing toolsCode paths chosen and justified in prose for a reviewer.Standards and code text licensed from a publisher, which Troveo says must come out.
RFIs, submittal reviews and plan review commentsBluebeam, email, project portalsThe firm responding to contractors and reviewers, with the reasoning for each answer.Nothing specific
Test, inspection and field reportsField apps, Word, photosObserved conditions compared with design intent, and the decision that followed.Nothing specific
QA/QC checklists and design standardsIntranet, shared driveThe firm's own method for checking work, clearly owned and free of client data.Nothing specific

Process

How it works with each buyer

In each buyer's own words. Where a buyer publishes nothing, we say so.

micro1

What it buys
Internal docs, SOPs and playbooks, knowledge bases, project management workflows, internal comms, templates, CRM and workflow metadata, task histories14
Who qualifies
30 to 200 employees31
Offer range
$100K-$2M+ per data package; over $1M for unique data9
Personal data
PII removed "when relevant"15
Ownership
The company keeps ownership of its data and reviews samples before release40
Time to payment
Not published

Polyshares

What it buys
Slack, email, Drive, CRM, tickets, design files, calls and ERP16
Offer range
$100K-$2M+10
Personal data
A third-party PII partner scrubs data before it is licensed41
Excluded data
Data held on behalf of clients is excluded17
Fees
Charges sellers no fee18
Time to offer and payment
Offer 1-2 weeks after intake; paid Net 30-6019

Nyne AI

What it buys
QuickBooks, Xero, NetSuite, Salesforce, HubSpot, Asana and Jira42
Who qualifies
20+ US W-2 employees and 3+ years in business23
Offer range
$100K or more24
Offer policy
Says it beats written offers from other buyers43

Troveo

Deal structure
Licensing, not sale, on a revenue share (percentage not published)27
First step
Free value assessment, then scoping44

Selling or closing

Selling or closing your firm? License its data first

When founding principals retire, an engineering firm may be sold to a larger firm or to its employees. Troveo says many firms start with retired product lines and completed projects, which are also the first records to go quiet after a sale. Before a transaction, ask each licensing company whether completed projects can be licensed separately and how an acquirer's rights in the archive would be affected.3

FAQ

Engineering firms: questions, answered

  • Yes. Troveo has published a guide for engineering firms listing CAD, calculations, specifications, change requests, test records and project email, and Nyne runs ads to engineering firms about CAD files. Pewter, a broker, lists engineering among its industries.1,22,12

  • Troveo lists designs your clients own, standards and code text licensed from a publisher, export-controlled technical data, and anything received under a confidentiality agreement. Names and personal details are replaced with pseudonyms.45

  • Troveo says many engineering firms start with retired product lines and completed projects. Your own QA/QC procedures and design standards are another clean starting point, since micro1 lists templates and knowledge bases among what it wants.3,14

  • Pewter, a broker, lists a $450K deal for a 70-person engineering firm and says its figures are the publishers' own statements, not independently verified. Troveo says full-company deals typically start at six figures, with a premium for engineering, and no rate card.6,2

  • Buyers do not say. OpenAI's GDPval benchmark includes mechanical and industrial engineers but not civil engineers or architects, which hints at where some labs started. Civil and mechanical engineers both score 100 on O*NET's email scale.46,7

  • micro1 asks for 30+ employees and Nyne for 20+ US W-2 staff and 3+ years; Pewter for 20+ people and 3+ years of records. In 2022, 4,987 US engineering firms had 30+ employees.5,23,12,4

  • Every business is different, so this one is best talked through with the buyer you're working with. Their team goes over it with you before anything is signed.

  • Every business is different, so this one is best talked through with the buyer you're working with. Their team goes over it with you before anything is signed.

Before you sign

Every business is different, so these are best talked through with the buyer you're working with. Their team goes over them with you before anything is signed.

Questions for this kind of business

  • Which client contracts assign designs to the client, and how are those projects excluded?
  • Who screens files for export-controlled technical data before anything is shared?
  • Does licensing sealed drawings raise any question with our professional liability insurer or licensing board?
  • Who owns this data: the company, an estate, or someone else?
  • Do customer, vendor or platform contracts, NDAs or API terms restrict this?
  • Do professional rules apply (AICPA, IRC 7216, HIPAA, ABA Model Rule 1.17, insurance agency contracts, adviser rules, state boards)?

Questions for any buyer

  • Is the license exclusive, and for how long?
  • Can you sublicense the data, and to whom?
  • Which AI labs will receive it, and will you tell us?
  • How long do you keep it, and how is it deleted?
  • What is your liability cap, and who indemnifies whom?
  • Will the contract ban re-identification of people in the data?
  • Who removes personal data, by what method, and do we approve it first?

Proof

Deals in this kind of business

  • Pewter, a broker, lists a $450K deal for an engineering firm with 70 employees. This is Pewter's own claim; Pewter says its figures are not independently verified, and the operator behind Pewter is not named on its site.6,12

How this page was made

Figures come from the published sources listed below, and what a buyer says about itself is its own claim. Anything marked as our estimate is ours, not a buyer quote. Drafted with AI help from our research, then checked against each source. Not yet reviewed by a person, so search engines are asked not to index it. Updated October 2026.

We feature companies that pay us a referral fee. Our scores and reviews don't change for it. See how we earn and how we rank. This site does not give legal, tax or financial advice.

Sources (46)

  1. 1.Troveo, engineering firm data licensing, published 12 Oct 2026. Accessed 14 Oct 2026. Company's own claim.
  2. 2.Troveo, engineering firm data licensing, published 12 Oct 2026. Accessed 14 Oct 2026. Company's own claim.
  3. 3.Troveo, engineering firm data licensing, published 12 Oct 2026. Accessed 14 Oct 2026. Company's own claim.
  4. 4.US Census Bureau, Statistics of US Businesses 2022. Accessed 14 Oct 2026.
  5. 5.micro1 company referral page. Accessed 14 Oct 2026. Company's own claim.
  6. 6.Pewter. Accessed 14 Oct 2026. Company's own claim.
  7. 7.O*NET OnLine, E-Mail work context. Accessed 14 Oct 2026.
  8. 8.Forbes, published 16 Apr 2026. Accessed 14 Oct 2026.
  9. 9.micro1 company referral page. Accessed 14 Oct 2026. Company's own claim.
  10. 10.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  11. 11.Bloomberg Law, published 17 Aug 2026. Accessed 14 Oct 2026.
  12. 12.Pewter website. Accessed 14 Oct 2026. Company's own claim.
  13. 13.micro1 Enterprise Data Partnership page. Accessed 14 Oct 2026. Company's own claim.
  14. 14.micro1 Enterprise Data Partnership page. Accessed 14 Oct 2026. Company's own claim.
  15. 15.beri.net, published 10 Oct 2026. Accessed 14 Oct 2026.
  16. 16.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  17. 17.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  18. 18.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  19. 19.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  20. 20.Polyshares data handling page. Accessed 14 Oct 2026. Company's own claim.
  21. 21.Polyshares track record page. Accessed 14 Oct 2026. Company's own claim.
  22. 22.Meta Ad Library, Nyne.ai. Accessed 14 Oct 2026. Company's own claim.
  23. 23.Nyne sell-company-data page. Accessed 14 Oct 2026. Company's own claim.
  24. 24.Nyne sell-company-data page. Accessed 14 Oct 2026. Company's own claim.
  25. 25.Nyne sell-company-data page. Accessed 14 Oct 2026. Company's own claim.
  26. 26.Troveo business data page. Accessed 14 Oct 2026. Company's own claim.
  27. 27.Troveo, published 11 Sep 2026. Accessed 14 Oct 2026. Company's own claim.
  28. 28.Troveo business data assessment. Accessed 14 Oct 2026. Company's own claim.
  29. 29.Polyshares intake catalog. Accessed 14 Oct 2026. Company's own claim.
  30. 30.VMS data licensing page. Accessed 14 Oct 2026. Company's own claim.
  31. 31.micro1 Enterprise Data Partnership page. Accessed 14 Oct 2026. Company's own claim.
  32. 32.Polyshares. Accessed 14 Oct 2026. Company's own claim.
  33. 33.Mode company data site. Accessed 14 Oct 2026. Company's own claim.
  34. 34.Grepped business page. Accessed 14 Oct 2026. Company's own claim.
  35. 35.Meta Ad Library, Ventra page. Accessed 14 Oct 2026. Company's own claim.
  36. 36.Mercor Data. Accessed 14 Oct 2026. Company's own claim.
  37. 37.Troveo business data page. Accessed 14 Oct 2026. Company's own claim.
  38. 38.Endless website. Accessed 14 Oct 2026. Company's own claim.
  39. 39.Supersoniq website. Accessed 14 Oct 2026. Company's own claim.
  40. 40.beri.net, published 10 Oct 2026. Accessed 14 Oct 2026.
  41. 41.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  42. 42.Nyne sell-company-data page. Accessed 14 Oct 2026. Company's own claim.
  43. 43.Nyne sell-company-data page. Accessed 14 Oct 2026. Company's own claim.
  44. 44.Troveo, published 11 Sep 2026. Accessed 14 Oct 2026. Company's own claim.
  45. 45.Troveo, engineering firm data licensing, published 12 Oct 2026. Accessed 14 Oct 2026. Company's own claim.
  46. 46.OpenAI, GDPval paper (Table 1). Accessed 14 Oct 2026.