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AI Data Payout

Updated October 2026

Selling architecture firm data for AI training: what it's worth and who buys it

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

Architects score 100 out of 100 on O*NET's email scale, but they are not one of the occupations in OpenAI's GDPval benchmark.1,2

Architects reviewing a physical model and marked-up plans in a studio

An architecture practice writes as much as it draws. Programming documents translate what a client wants into rooms and adjacencies. A code analysis works through occupancy, egress and fire separation. The specification book describes every material and how it is installed. During construction, the office answers RFIs, reviews submittals and issues ASIs and bulletins when the design has to change. Design narratives explain the idea to clients, boards and planning commissions.

That written layer sits beside the Revit model and the drawing set, and it is where the reasoning lives. Broker ads have started naming architecture firms: Return My Time lists spec guides for A&E firms, and Nyne advertises to engineering firms about CAD files. Troveo's engineering guide names specifications and design reports, and lists designs clients own among what stays out.

This page is for architecture practices with ten or more staff, from residential studios to firms doing healthcare, education and commercial work. It covers a week of practice records, which buyers fit, why client rights in designs and licensed spec content matter, and the questions to raise before licensing anything.

US architectural services firms with 10+ employees

3,5795

US architectural services firms with 10+ employees

of them with 30+, micro1's floor

1,0835,6

of them with 30+, micro1's floor

O*NET email score for architects

100/1001

O*NET email score for architects

named for A&E firms in a broker's Meta ads

Spec guides7

named for A&E firms in a broker's Meta ads

Worth

What a practice's data may be worth

Set for a typical practice, 25 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 architecture firms. We can introduce you to the ones we work with.

Featured partners

  1. #1 in our ranking

    8.7 out of 10

    micro1

    Names professional services and asks for templates and knowledge bases, which covers office standards, detail libraries and spec templates.12,13

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

    Watch out for: Says it removes personal details only "when relevant", so ask exactly how.14

  2. #2 in our ranking

    7.4 out of 10

    Polyshares

    Buys design files, Drive and email, and excludes data held on behalf of clients, the line a practice has to draw for project work.15,16

    Typical payout
    $100K to $2M+, Polyshares says10
    Fees
    None, Polyshares says17
    Time to get paid
    An offer in 1 to 2 weeks, then paid in 30 to 60 days18

    Watch out for: Exclusive by default, and every deal it lists is exclusive with no end date.19,20

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

    Has run ads to engineering firms about CAD files, and takes firms with 20+ US W-2 staff and 3+ years.21,22

    Typical payout
    $100K or more, Nyne says23

    Watch out for: Pays only after the dataset is accepted, and publishes no timeline.24

  2. #10 in our ranking

    5.8 out of 10

    Troveo

    Its engineering firm guide names specifications, design reports, change requests and revision history, which an architecture office produces too.25

    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 architecture 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 practice your size

Shown for 25 staff, a typical practice. Ask whether contractors and part-time staff count.

  • micro1We can introduce you

    30+ employees (its partnership page says 30 to 200)6,31

    Too small at 25 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 25 staff

  • PewterWe can introduce you

    20+ staff and 3+ years; by industry, from 10+ (healthcare) to 50+ (manufacturing, finance)34,35,36

    Takes 25 staff

  • GreppedWe can introduce you

    No headcount minimum stated37

    No size floor

  • VentraWe can introduce you

    30+ US employees and 3+ years of records38

    Too small at 25 staff

  • Mercor

    None stated39

    No size floor

  • Troveo

    No minimum stated; its estimator starts at 2040

    No size floor

  • Nyne

    20+ US W-2 employees and 3+ years22

    Takes 25 staff

  • Endless

    Roughly 30+ employees41

    Too small at 25 staff

  • Supersoniq

    50+ employees and 5+ years42

    Too small at 25 staff

What buyers value

What in a practice'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 practice's records buyers value
DataWhere it livesWhy a buyer values itRaise with the buyer
Code analyses and life safety plansWord, Revit sheets, PDFsBuilding code applied to a specific design, step by step, with the reasoning written out.Project addresses and client names.
Project specificationsSpec writing software, WordMaterials and methods described precisely, revised project to project.Master spec content licensed from a publisher, which Troveo says must come out.
RFI responses, ASIs and submittal reviewsBluebeam, Procore, emailThe architect answering the field, with reasons and drawing references.Nothing specific
Programming documents and design narrativesInDesign, WordClient needs turned into a building concept and explained to non-architects.Client programme details under confidentiality.
Office standards and detail librariesRevit templates, shared driveThe practice's own way of drawing and detailing, reused across projects.Nothing specific

A week of records

A week of data at a practice

  • Monday: a code analysis for a school addition, with egress widths and separation ratings worked out.
  • Tuesday: eight RFIs answered on a medical office building, two needing a sketch.
  • Wednesday: the specification book updated for a substitution request, with a written evaluation.
  • Thursday: a design narrative drafted for a planning commission hearing.
  • Friday: a quality review of a permit set against the office checklist, with 30 comments.

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 histories13
Who qualifies
30 to 200 employees31
Offer range
$100K-$2M+ per data package; over $1M for unique data9
Personal data
PII removed "when relevant"14
Ownership
The company keeps ownership of its data and reviews samples before release43
Time to payment
Not published

Polyshares

What it buys
Slack, email, Drive, CRM, tickets, design files, calls and ERP15
Offer range
$100K-$2M+10
Personal data
A third-party PII partner scrubs data before it is licensed44
Excluded data
Data held on behalf of clients is excluded16
Fees
Charges sellers no fee17
Time to offer and payment
Offer 1-2 weeks after intake; paid Net 30-6018

Nyne AI

What it buys
QuickBooks, Xero, NetSuite, Salesforce, HubSpot, Asana and Jira45
Who qualifies
20+ US W-2 employees and 3+ years in business22
Offer range
$100K or more23
Offer policy
Says it beats written offers from other buyers46

Troveo

Deal structure
Licensing, not sale, on a revenue share (percentage not published)27
First step
Free value assessment, then scoping47

Selling or closing

Selling or closing your practice? License its data first

When founding principals retire, an architecture practice faces succession, and the archive of projects can outlast the partnership. Troveo says firms in its engineering guide often start with completed projects. Before a merger, sale or closure, ask each licensing company whether office standards, templates and completed projects can be licensed separately, and what clients' rights in each project mean for inclusion.3,4

FAQ

Architecture firms: questions, answered

  • Brokers are advertising for it: Return My Time lists spec guides for A&E firms, and Nyne runs ads to engineering firms about CAD files. Troveo's engineering guide names specifications, design reports and revision history, which architecture offices also produce.7,21,25

  • OpenAI's GDPval includes mechanical and industrial engineers but not civil engineers or architects; its list follows the occupations it chose per sector. Architects still score 100 on O*NET's email scale, so the written work is there.2,1

  • Troveo lists designs clients own, standards and code text licensed from a publisher, export-controlled data and anything received under a confidentiality agreement. In our reading, master spec content is the item a practice most often overlooks.4

  • Those are the clearest candidates. micro1 lists templates and knowledge bases among what it wants, and a detail library is something the practice drew for itself rather than for any one client.13

  • Most buyers want 20 to 30 or more employees, and a few state no minimum. Only 1,083 US architecture firms had 30+ employees in 2022.6,22,48,49,50,40,5

  • No buyer prices architecture separately. Troveo says full-company deals typically start at six figures with no rate card, and published ranges elsewhere mostly run $100K to $2M, as the buyers' own claims.51,9,52,53,54

  • 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 owner agreements give clients rights in drawings, models and specifications?
  • How is licensed master specification content identified and removed?
  • How are client names, addresses and confidential programmes removed?
  • 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?

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. 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 (54)

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  2. 2.OpenAI, GDPval paper (Table 1). Accessed 14 Oct 2026.
  3. 3.Troveo, engineering firm data licensing, published 12 Oct 2026. Accessed 14 Oct 2026. Company's own claim.
  4. 4.Troveo, engineering firm data licensing, published 12 Oct 2026. Accessed 14 Oct 2026. Company's own claim.
  5. 5.US Census Bureau, Statistics of US Businesses 2022. Accessed 14 Oct 2026.
  6. 6.micro1 company referral page. Accessed 14 Oct 2026. Company's own claim.
  7. 7.Meta Ad Library, Return My Time. Accessed 14 Oct 2026. Company's own claim.
  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.
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