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AI Data Payout

Updated October 2026

What your shop's travelers and NCRs could be worth 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

Mercor lists work orders, QA logs and spec sheets as the manufacturing records it wants, and Ventra puts manufacturing on its list of industries labs are buying from.1,2

Machinist measuring a part with calipers beside a CNC mill while a paper traveler hangs clipped to the machine guard

Every job that crosses your floor leaves a trail behind it: the RFQ email and the quote that won it, a traveler and routing, setup sheets and cycle times, a first-article report, and, when something goes wrong, an NCR, a CAPA and the thread with the customer's quality engineer about what happens to the lot. A shop that has run the same ERP for ten years holds thousands of those chains, each with its outcome written at the end.

AI buyers now pay to license a copy of exactly that. Mercor names work orders, QA logs and spec sheets, and Cognor Labs, a broker, lists routings, CMM reports, scrap logs, downtime logs, CNC programs and engineering change orders. Manufacturing is one of the nine sectors in OpenAI's GDPval benchmark, with industrial engineers, mechanical engineers and production supervisors among its occupations, and Troveo says work with an objective, checkable result is the easiest to license, which describes an inspection report well.

The catch for most shops is the CAD folder. Build-to-print work means many drawings and part numbers come from customers, so start with what your own people wrote: setup sheets, work instructions, inspection plans, quoting logic and the floor email around them. Manufacturing is not on micro1's published industry list, but Ventra, Polyshares, Grepped and Pewter all name it, and the quiz shows which of them take a shop your size.

US manufacturers with 10+ employees, 45,348 of them with 30+

97,6186

US manufacturers with 10+ employees, 45,348 of them with 30+

US machine shops with 10+ employees

5,5327

US machine shops with 10+ employees

where Troveo's own assessment ranks manufacturing or industrial

Tier 2 of 48

where Troveo's own assessment ranks manufacturing or industrial

O*NET email scores for industrial production managers and for machinists

97 vs 389

O*NET email scores for industrial production managers and for machinists

Worth

What a shop's data may be worth

Set for a typical shop, 45 staff and 12 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 manufacturers and job shops. We can introduce you to the ones we work with.

Featured partners

  1. #2 in our ranking

    7.4 out of 10

    Polyshares

    Has Manufacturing as its own intake industry, lists AutoCAD and ERP systems from QuickBooks to NetSuite and SAP, and sets no headcount floor; it excludes data held on behalf of clients, which matters for build-to-print work.14,15,16,17

    Typical payout
    $100K to $2M+, Polyshares says12
    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

  2. #5 in our ranking

    6.8 out of 10

    Mode

    Buys AutoCAD and NetSuite records among its sources, but counts only full-time US office employees toward its 20-person floor, so count your desks before you count the floor.28,29

    Typical payout
    $100K to $5M, Mode says30
    Fees
    No broker fee, Mode says31
    Time to get paid
    Paid within about 60 days of accepting32

    Watch out for: The program launched in October 2026 and has no deal record yet.33

  3. #6 in our ranking

    6.4 out of 10

    Pewter

    Pewter says it now wants US manufacturers with 50+ employees and 3+ years in business, especially ERP and work orders, quality records and engineering files.34,35

    Typical payout
    $350,000 to $650,000 in its partner's examples36
    Fees
    None to the owner, Pewter says37

    Watch out for: Its site was registered in October 2026 and names no people.38,39

  4. #7 in our ranking

    6.3 out of 10

    Grepped

    Puts manufacturing on its intake form with no size minimum, reads only the systems you approve, and asks you to share only records you have the right to share.40,41,42,43

    Watch out for: Its own site code calls its estimator "deliberately optimistic", so treat any estimate as an indication.44,45

  5. #8 in our ranking

    6.2 out of 10

    Ventra

    Lists manufacturing among the industries it says labs are buying from, singles out CAD libraries and engineering records such as drawings, test results and change logs, and takes US companies with 30+ employees and 3+ years of records.2,46,47

    Typical payout
    $100K to $2M as potential deals, Ventra says48
    Fees
    None today, though it may add fees with notice49
    Time to get paid
    An offer in 3 to 7 days, then paid on net 30 or 6048

    Watch out for: Its terms say delivered data may not be deletable.50

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. #3 in our ranking

    7.1 out of 10

    Mercor

    Names manufacturing among its eight target industries and asks for work orders, QA logs and spec sheets by name.22,1

    Typical payout
    Mercor does not publish a range23
    Fees
    None, Mercor says24
    Time to get paid
    By wire 2 to 4 weeks after signing25

    Watch out for: It confirmed a cyberattack in 2026, and class actions followed.26,27

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 manufacturers and job shops?

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

  • Troveo puts manufacturing or industrial in its second of four demand tiers: "Your industry carries above-average buyer demand."8
  • Polyshares takes manufacturing, without marking it premium.51
  • VMS, a broker, gives manufacturing standard weight when it estimates value.52

Which buyers take a shop your size

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

  • micro1We can introduce you

    30+ employees (its partnership page says 30 to 200)53,54

    Takes 45 staff

  • PolysharesWe can introduce you

    No headcount rule; the length and texture of the record matter more16

    No size floor

  • ModeWe can introduce you

    20+ full-time US office staff (accounting firms 10+, law firms 6+)29

    Takes 45 staff

  • PewterWe can introduce you

    20+ staff and 3+ years; by industry, from 10+ (healthcare) to 50+ (manufacturing, finance)55,56,34

    Takes 45 staff

  • GreppedWe can introduce you

    No headcount minimum stated41

    No size floor

  • VentraWe can introduce you

    30+ US employees and 3+ years of records47

    Takes 45 staff

  • Mercor

    None stated57

    No size floor

  • Troveo

    No minimum stated; its estimator starts at 2058

    No size floor

  • Nyne

    20+ US W-2 employees and 3+ years59

    Takes 45 staff

  • Endless

    Roughly 30+ employees60

    Takes 45 staff

  • Supersoniq

    50+ employees and 5+ years61

    Too small at 45 staff

What buyers value

What in a shop'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 shop's records buyers value
DataWhere it livesWhy a buyer values itRaise with the buyer
Travelers, routings and work ordersERP or job-shop software (Epicor, JobBOSS, SAP, NetSuite)The full path of a job: which machines, in what order, how long each operation took and where it stalled.Customer part numbers and job names printed on every traveler.
NCRs, CAPAs and scrap logsQuality system, Excel or a shared driveA defect found, its root cause argued in writing, and the fix that held or did not, which is the checkable kind of record Troveo says licenses most readily.Customer quality engineers' names and corrective action letters on their letterhead.
First-article and CMM inspection reportsCMM software, inspection sheets, PDFsMeasured results against the print, with a pass or fail on every feature.Dimensions taken from drawings a customer supplied.
Setup sheets, work instructions and inspection plansShared drive, MES or the binder at each machineProcess knowledge your own people wrote, and usually the cleanest pile to offer first.Nothing specific
RFQs, quotes and the estimating email behind themOutlook or Gmail, quoting spreadsheetsHow an estimator turned a drawing into hours, material and a price, and which quotes won the work.Customer pricing, quantities and target costs.
Maintenance and downtime logsCMMS or spreadsheetsWhat failed, how long the machine sat, and what the technician did to bring it back.Nothing specific
Engineering change ordersPLM, email or the ERP's revision historyWhy a revision happened and which parts, routings and fixtures it touched.Changes a customer requested on a design it supplied.

A week of records

A week of data at a shop

  • Monday: three RFQs arrive with drawings attached, and the estimator answers two with hours, material, outside processing and a lead time.
  • Tuesday: a traveler moves through saw, mill and deburr, and the second-op setup sheet gains a note about a shimmed fixture.
  • Wednesday: the CMM flags a bore out of tolerance, an NCR opens, and quality emails the customer asking whether to rework or scrap.
  • Thursday: a horizontal goes down with a spindle fault, and the maintenance log records the part replaced and the hours lost.
  • Friday: the CAPA closes with a revised inspection plan, and shipping prints certs and packing lists for the week's finished jobs.

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 ERP62
Offer range
$100K-$2M+12
Personal data
A third-party PII partner scrubs data before it is licensed63
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

Mercor

What it buys
Slack, Teams, Gmail, Outlook, Confluence, Salesforce, GitHub, Drive, Notion and 100+ other tools64
Who qualifies
Not published
Offer range
Not published23
Fees
No fees24
Security
SOC 2 Type II65
Time to payment
Wire 2-4 weeks after signing25

Selling or closing

Selling or closing your shop? License its data first

If you plan to sell the shop or hand it to the next generation, one law firm that advises on these deals says a license signed first will come up in the buyer's diligence, along with what was reviewed and what was left out, so keep the scope and exclusion list with your sale documents. Pewter takes firms that are operating, downsizing, winding down or closed, and Troveo's automotive guide says many companies start with retired platforms and completed programs rather than current work.3,4,5

FAQ

Manufacturers and job shops: questions, answered

  • Yes. Mercor, Ventra, Polyshares, Grepped and Pewter all name manufacturing, and Cognor Labs, a broker, runs a page just for job shops. What they license is a copy of your ERP history, quality records and the email around them.22,2,14,40,35,66

  • Work orders and travelers, routings, setup sheets and cycle times, CMM reports, NCRs and CAPAs, downtime logs, CNC programs, engineering changes and quotes all appear on buyers' and brokers' lists. Records that end in a result, such as a passed inspection or a closed CAPA, are the ones Troveo says license most readily.1,66,67

  • Cognor Labs says spreadsheets and scanned paper count, and its intake asks about Epicor, JobBOSS, SAP and NetSuite alongside scanned travelers. Ask each buyer how it prices scans against ERP exports, and say on the first call which years are digital.68

  • Buyers we track set them apart. Polyshares excludes data held on behalf of clients, Troveo's guide lists customers' designs and test data among what comes out first, and Cognor says customer names and part numbers are masked before anything moves. Sort customer prints from your own process documents before the first call.17,5,69

  • Most buyers want 20 to 30 or more, and a few state no minimum. Mode counts only full-time US office employees, which can rule out a plant where most people work on the floor, while Polyshares and Grepped set no floor at all.4,47,53,29,16,41

  • No buyer publishes a manufacturing price. Published ranges for operating companies mostly run $100K to $2M, as the buyers' own claims, and Troveo's assessment puts manufacturing in its second of four demand tiers.11,12,48,30,8

  • Speeds vary, but it's usually around 3-6 weeks, sometimes longer. An offer itself usually comes within a few days to two weeks of the first call.48,19,70,71,25

  • You can offer that scope. Grepped says any system, folder or record type can be left out, and Mode agrees systems and date ranges before export. In our reading a narrower scope is priced as one, so name what is in and out on the first call.42,72

  • Not by name. micro1's published industries run from technology and consulting to logistics and operations without manufacturing, and it asks for 30+ employees. It does buy SOPs, playbooks and repeated workflows, so a shop with written work instructions can still ask.73,53,74

  • 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 customer terms or quality agreements give the customer rights in drawings, inspection data or tooling records we hold?
  • Who screens the files for export-controlled drawings before anything leaves the shop?
  • Do supplier price agreements limit sharing what we pay for material and outside processing?
  • Do customer, vendor or platform contracts, NDAs or API terms restrict this?
  • Could the data include privileged material or trade secrets?
  • 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 (74)

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