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AI Data Payout

Updated October 2026

Selling homebuilder and remodeler 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

Of 9,081 US residential remodelers with 10+ employees, only 1,500 have 30+, so buyer size floors decide more here than in commercial work.1

Remodeling project manager and designer laying out finish samples on a showroom table

A kitchen remodel is a negotiation that lasts four months. The homeowner picks a tile, sees it in daylight and changes their mind, the cabinet lead time slips, the inspector wants a different vent, and the project manager writes it all down so the final invoice holds up. Builders of new homes run the same loop on a larger scale: lot, plan, options, selections, construction, walkthrough and warranty.

In most remodeling and building companies that loop lives in one place, usually Buildertrend or a similar job management tool, plus the owner's phone and inbox. It is a record of how a small business explains cost and time to non-experts, which is a skill AI systems still handle badly. Nyne buys estimates, invoices and job records, and Polyshares names construction.

This page is for remodelers, design-build firms and production and custom homebuilders with ten or more staff. Most such firms are smaller than the commercial GCs on the parent page, so it pays close attention to which buyers take a 12 or 20 person company, and to the homeowner information that has to be raised before anything is licensed.

US residential remodelers with 10+ employees

9,0811

US residential remodelers with 10+ employees

US new-home builders with 10+ employees

1,8893

US new-home builders with 10+ employees

remodelers with 10-29 employees, below micro1's floor (9,081 minus 1,500)

7,5811,4

remodelers with 10-29 employees, below micro1's floor (9,081 minus 1,500)

W-2 staff Nyne asks for, with 3+ years in business

20+5

W-2 staff Nyne asks for, with 3+ years in business

Worth

What a builder's data may be worth

Set for a typical builder, 20 staff and 9 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 homebuilders and remodelers. We can introduce you to the ones we work with.

Featured partners

  1. #2 in our ranking

    7.4 out of 10

    Polyshares

    Names construction and sets no headcount floor, only real operating history, which suits a long-running family remodeler.10,11

    Typical payout
    $100K to $2M+, Polyshares says8
    Fees
    None, Polyshares says12
    Time to get paid
    An offer in 1 to 2 weeks, then paid in 30 to 60 days13

    Watch out for: Exclusive by default, and every deal it lists is exclusive with no end date.14,15

  2. #6 in our ranking

    6.4 out of 10

    Pewter

    Lists construction among the industries in demand, and takes US firms with 20+ full-time staff and 3+ years of records.20,21

    Typical payout
    $350,000 to $650,000 in its partner's examples22
    Fees
    None to the owner, Pewter says23

    Watch out for: Its site was registered in October 2026 and names no people.24,25

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

    Names estimates, invoices, jobs and calendars plus QuickBooks, and its 20-employee floor admits far more remodelers than a 30-employee one.16,17,5

    Typical payout
    $100K or more, Nyne says18

    Watch out for: Pays only after the dataset is accepted, and publishes no timeline.19

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 homebuilders and remodelers?

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

  • Troveo puts construction and trades in its second of four demand tiers: "Your industry carries above-average buyer demand."26
  • Polyshares takes construction and specialty trades, without marking it premium.27
  • VMS, a broker, gives construction standard weight when it estimates value.28

Which buyers take a builder your size

Shown for 20 staff, a typical builder. Ask whether contractors and part-time staff count.

  • micro1We can introduce you

    30+ employees (its partnership page says 30 to 200)4,29

    Too small at 20 staff

  • PolysharesWe can introduce you

    No headcount rule; the length and texture of the record matter more30

    No size floor

  • ModeWe can introduce you

    20+ full-time US office staff (accounting firms 10+, law firms 6+)31

    Takes 20 staff

  • PewterWe can introduce you

    20+ staff and 3+ years; by industry, from 10+ (healthcare) to 50+ (manufacturing, finance)32,33,34

    Takes 20 staff

  • GreppedWe can introduce you

    No headcount minimum stated35

    No size floor

  • VentraWe can introduce you

    30+ US employees and 3+ years of records36

    Too small at 20 staff

  • Mercor

    None stated37

    No size floor

  • Troveo

    No minimum stated; its estimator starts at 2038

    No size floor

  • Nyne

    20+ US W-2 employees and 3+ years5

    Takes 20 staff

  • Endless

    Roughly 30+ employees39

    Too small at 20 staff

  • Supersoniq

    50+ employees and 5+ years40

    Too small at 20 staff

What buyers value

What in a builder'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 builder's records buyers value
DataWhere it livesWhy a buyer values itRaise with the buyer
Selections and allowance recordsBuildertrend or a similar job management toolEach homeowner choice, its cost against the allowance and the decision deadline, the core of residential work.Homeowner names, addresses and photos of their homes.
Change orders signed by homeownersBuildertrend, PDF, emailPlain-language explanations of why the price moved, written for a client who is not in the trade.Homeowner signatures and payment details.
Estimates and proposalsExcel, estimating tools, QuickBooksHow a builder prices a scope from a walkthrough and a wish list, and how that estimate compares with the final cost.Nothing specific
Client messages and daily logsBuildertrend messages, text, emailThe running conversation that keeps a homeowner calm when a delivery slips.Texts on personal phones, and anything about a client's family or finances.
Warranty and service requestsBuildertrend warranty module, emailCallbacks after handover: what failed, why, and how it was fixed.Homeowner contact details on each claim.

A week of records

A week of data at a builder

  • Monday: a design meeting turned into a written selections list with eleven decision dates.
  • Tuesday: a change order for rotten subfloor found under the old vanity, sent and signed by text.
  • Wednesday: the cabinet supplier pushes delivery two weeks, and the schedule and client update follow.
  • Thursday: three estimates sent for new leads, each built from last year's similar jobs.
  • Friday: a warranty visit logged for a sticking door on a house finished in spring.

Process

How it works with each buyer

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

Polyshares

What it buys
Slack, email, Drive, CRM, tickets, design files, calls and ERP41
Offer range
$100K-$2M+8
Personal data
A third-party PII partner scrubs data before it is licensed42
Excluded data
Data held on behalf of clients is excluded43
Fees
Charges sellers no fee12
Time to offer and payment
Offer 1-2 weeks after intake; paid Net 30-6013

Nyne AI

What it buys
QuickBooks, Xero, NetSuite, Salesforce, HubSpot, Asana and Jira17
Who qualifies
20+ US W-2 employees and 3+ years in business5
Offer range
$100K or more18
Offer policy
Says it beats written offers from other buyers44

Selling or closing

Selling or closing your builder? License its data first

Many remodeling firms are owner-operated, and when the owner retires the name, phone number and job files often go to a key employee or simply stop. Pewter takes operating, winding-down and closed companies as long as the records still exist, with 20+ people now or at peak. Before you hand over the keys, ask any licensing company whether past jobs can be licensed first and what happens to the files afterwards.2

FAQ

Residential builders and remodelers: questions, answered

  • Not for every buyer. Most buyers want 20 to 30 or more employees, and a few state no minimum. Census counts 7,581 US remodelers with 10-29 employees, so a firm your size is the norm, not the exception.4,5,45,46,47,38,1

  • Brokers are already naming it: Clova Data's ads on 2026-10-14 listed Procore and Buildertrend for construction firms with 20+ office staff and 4+ years. No direct buyer in our sources names Buildertrend; Nyne names estimates, jobs and invoices in general.48,16

  • Only what you choose to include. Nyne says names, identifiers and customer-specific details are removed before release, and that you can exclude whole categories. Photos of the inside of a client's home are worth excluding unless a buyer gives a reason.49,50

  • Yes, mainly in volume and repetition. A production builder repeats the same plans and options across a community, while a remodeler starts from an existing house every time. Census counts 1,889 US new-home builders with 10+ employees against 9,081 remodelers.3,1

  • No buyer publishes a residential construction price. Published ranges mostly run $100K to $2M, as the buyers' own claims. Treat any figure before scoping as a starting point; Nyne says its own estimates are not a commitment.7,51,52,53,18

  • Offers usually come within a few days to two weeks. Nyne starts with a 15-minute scoping call, and most of the owner's time goes into deciding which jobs and folders to include.52,13,54,50

  • 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

  • How are homeowner names, addresses, photos and payment details removed from job files?
  • Which state privacy laws apply to the homeowner records we hold?
  • What happens to the license if the company is sold or the owner retires?
  • How do CCPA, GDPR, UK GDPR and state privacy laws apply, and is de-identified data still personal information?
  • Do customer, vendor or platform contracts, NDAs or API terms restrict this?
  • How does a license affect a sale of the business: reps and warranties, change of control, earnouts, exclusivity?

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)

  1. 1.US Census Bureau, Statistics of US Businesses 2022. Accessed 14 Oct 2026.
  2. 2.Pewter. Accessed 14 Oct 2026. Company's own claim.
  3. 3.US Census Bureau, Statistics of US Businesses 2022. Accessed 14 Oct 2026.
  4. 4.micro1 company referral page. Accessed 14 Oct 2026. Company's own claim.
  5. 5.Nyne sell-company-data page. Accessed 14 Oct 2026. Company's own claim.
  6. 6.Forbes, published 16 Apr 2026. Accessed 14 Oct 2026.
  7. 7.micro1 company referral page. Accessed 14 Oct 2026. Company's own claim.
  8. 8.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  9. 9.Bloomberg Law, published 17 Aug 2026. Accessed 14 Oct 2026.
  10. 10.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  11. 11.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  12. 12.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  13. 13.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  14. 14.Polyshares data handling page. Accessed 14 Oct 2026. Company's own claim.
  15. 15.Polyshares track record page. Accessed 14 Oct 2026. Company's own claim.
  16. 16.Nyne, sell company data. Accessed 14 Oct 2026. Company's own claim.
  17. 17.Nyne sell-company-data page. Accessed 14 Oct 2026. Company's own claim.
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  19. 19.Nyne sell-company-data page. Accessed 14 Oct 2026. Company's own claim.
  20. 20.Pewter partners page. Accessed 14 Oct 2026. Company's own claim.
  21. 21.Pewter website. Accessed 14 Oct 2026. Company's own claim.
  22. 22.Pewter website. Accessed 14 Oct 2026. Company's own claim.
  23. 23.Pewter website. Accessed 14 Oct 2026. Company's own claim.
  24. 24.RDAP domain record. Accessed 14 Oct 2026.
  25. 25.Pewter privacy policy, published 12 Oct 2026. Accessed 14 Oct 2026. Company's own claim.
  26. 26.Troveo business data assessment. Accessed 14 Oct 2026. Company's own claim.
  27. 27.Polyshares intake catalog. Accessed 14 Oct 2026. Company's own claim.
  28. 28.VMS data licensing page. Accessed 14 Oct 2026. Company's own claim.
  29. 29.micro1 Enterprise Data Partnership page. Accessed 14 Oct 2026. Company's own claim.
  30. 30.Polyshares. Accessed 14 Oct 2026. Company's own claim.
  31. 31.Mode company data site. Accessed 14 Oct 2026. Company's own claim.
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  33. 33.Pewter partner update to AI Data Payout (email, 2026-10-15), published 15 Oct 2026. Accessed 15 Oct 2026. Company's own claim.
  34. 34.Pewter partner update to AI Data Payout (email, 2026-10-15), published 15 Oct 2026. Accessed 15 Oct 2026. Company's own claim.
  35. 35.Grepped business page. Accessed 14 Oct 2026. Company's own claim.
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  37. 37.Mercor Data. Accessed 14 Oct 2026. Company's own claim.
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  39. 39.Endless website. Accessed 14 Oct 2026. Company's own claim.
  40. 40.Supersoniq website. Accessed 14 Oct 2026. Company's own claim.
  41. 41.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
  42. 42.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
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