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AI Data Payout

Updated October 2026

Can your restaurant group's records earn a license fee?

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

Polyshares lists restaurants and franchises as an intake industry, while Troveo's estimator puts hospitality and restaurants in its lowest demand tier.1,2

Restaurant group operations office with a manager reviewing prep lists beside a laptop

A restaurant runs on its point of sale, and the POS mostly records what sold. Toast's own export lists orders, payments, menu items and modifiers, kitchen times, cash, product mix and clock-ins, which is a ledger of the night rather than a record of anyone's judgment. The written side of a group lives above the dining room: the general manager's email to the ops director about a walk-in that died on a Saturday, the prep binders and recipe cards, the opening and closing checklists, the catering and private dining threads, the arguments with a produce vendor over short cases, and the franchise operations manual.

Be clear-eyed about demand. Troveo's estimator puts hospitality and restaurants in tier 4 of 4, its "lower today" band, and Polyshares lists restaurants and franchises without a premium flag. O*NET suggests why: chefs and head cooks score 97 out of 100 for how much of the job runs on email, food service managers 77, and servers only 20, so in our reading most of a single store's work never gets written down.

In our reading, where it can work is a multi-unit group or franchisee with an office doing purchasing, HR, catering sales and operations, because that team writes all day. Leave guest card data and staff files out, lead with SOPs and operations email, and take the quiz to see which buyers take a group your size.

US restaurants and other eating places with 10+ employees

204,7584

US restaurants and other eating places with 10+ employees

full-service restaurant firms with 30+ employees

38,9845

full-service restaurant firms with 30+ employees

where Troveo's estimator places hospitality and restaurants

Tier 4 of 42

where Troveo's estimator places hospitality and restaurants

chefs against servers on O*NET's 100-point email scale

97 vs 206

chefs against servers on O*NET's 100-point email scale

Worth

What a group's data may be worth

Set for a typical group, 60 staff and 8 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 restaurant groups and franchise operators. We can introduce you to the ones we work with.

  1. #2 in our ranking

    7.4 out of 10

    Polyshares

    Has restaurants and franchises on its intake list, sets no headcount floor and says the length and texture of the record matter more than size.1,11

    Typical payout
    $100K to $2M+, Polyshares says9
    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. #5 in our ranking

    6.8 out of 10

    Mode

    Counts full-time US office employees, 20+ for most businesses, so the question for a group is how many people work above the stores.16

    Typical payout
    $100K to $5M, Mode says17
    Fees
    No broker fee, Mode says18
    Time to get paid
    Paid within about 60 days of accepting19

    Watch out for: The program launched in October 2026 and has no deal record yet.20

  3. #6 in our ranking

    6.4 out of 10

    Pewter

    Takes US companies with 20+ full-time staff now or at their peak and 3+ years of records, including groups that are shrinking or have closed stores.3

    Typical payout
    $350,000 to $650,000 in its partner's examples21
    Fees
    None to the owner, Pewter says22

    Watch out for: Its site was registered in October 2026 and names no people.23,24

  4. #7 in our ranking

    6.3 out of 10

    Grepped

    States no size minimum and reads only the systems you approve, so a group can offer office mailboxes and the shared drive and keep the POS out.25,26

    Watch out for: Its own site code calls its estimator "deliberately optimistic", so treat any estimate as an indication.27,28

  5. #8 in our ranking

    6.2 out of 10

    Ventra

    Takes US companies with 30+ full-time staff and 3+ years of history, and restaurants are not among the industries it says it is turning away.29,30

    Typical payout
    $100K to $2M as potential deals, Ventra says31
    Fees
    None today, though it may add fees with notice32
    Time to get paid
    An offer in 3 to 7 days, then paid on net 30 or 6031

    Watch out for: Its terms say delivered data may not be deletable.33

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 restaurant groups and franchise operators?

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

  • Troveo puts hospitality, restaurants or local services in its lowest of four demand tiers: "Buyer demand for your industry is lower today."2
  • Polyshares takes restaurants and franchises, without marking it premium.34

Which buyers take a group your size

Shown for 60 staff, a typical group. Ask whether contractors and part-time staff count.

  • micro1We can introduce you

    30+ employees (its partnership page says 30 to 200)35,36

    Takes 60 staff

  • PolysharesWe can introduce you

    No headcount rule; the length and texture of the record matter more11

    No size floor

  • ModeWe can introduce you

    20+ full-time US office staff (accounting firms 10+, law firms 6+)16

    Takes 60 staff

  • PewterWe can introduce you

    20+ staff and 3+ years; by industry, from 10+ (healthcare) to 50+ (manufacturing, finance)37,38,39

    Takes 60 staff

  • GreppedWe can introduce you

    No headcount minimum stated25

    No size floor

  • VentraWe can introduce you

    30+ US employees and 3+ years of records40

    Takes 60 staff

  • Mercor

    None stated41

    No size floor

  • Troveo

    No minimum stated; its estimator starts at 2042

    No size floor

  • Nyne

    20+ US W-2 employees and 3+ years43

    Takes 60 staff

  • Endless

    Roughly 30+ employees44

    Takes 60 staff

  • Supersoniq

    50+ employees and 5+ years45

    Takes 60 staff

What buyers value

What in a group'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 group's records buyers value
DataWhere it livesWhy a buyer values itRaise with the buyer
Operations email between GMs, chefs and the ops directorOutlook or GmailProblems written up and solved in order: a short-staffed Friday, a failed cooler, an 86'd dish, a guest complaint escalated and closed.Employee names, write-ups and discipline notes inside those threads.
Recipe cards, prep lists and kitchen SOPsGoogle Drive, recipe costing software, scanned bindersStep-by-step procedures with yields and timing, the kind of SOPs and playbooks micro1 names on its list.Signature recipes you would rather keep in the building.
Catering and private dining filesTripleseat or email, BEOs and invoicesOne written chain per event, from inquiry and menu choice through headcount changes to the final bill.Guest names, phone numbers and company contacts on each event.
Purchasing and vendor correspondenceEmail, purchasing or inventory appSubstitutions, credits for short or damaged deliveries, and the reasons a buyer switched suppliers.Distributor pricing and rebate terms you agreed to keep private.
Franchise operations manual and field visit reportsFranchisor portal, SharePoint or DriveHow each store is supposed to run, set against what a field consultant found on the visit.Whether the franchisor treats the manual and brand standards as its material rather than yours.
Guest feedback replies and reservation notesOpenTable or Resy, review sites, the guest relations inboxComplaints answered in writing, with what the manager offered and whether the guest came back.Allergy and dietary notes tied to named guests.

A week of records

A week of data at a group

  • Monday: weekend recap emails from each GM covering covers, comps, call-outs and anything that broke.
  • Tuesday: the purchasing lead disputes a short produce delivery by email and logs the credit.
  • Wednesday: menu testing notes, updated recipe cards and a new prep list sent to every kitchen.
  • Thursday: a private dining BEO revised twice as the client's headcount moves.
  • Friday: shift swaps in the managers' group chat and an incident write-up after a busy service.

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 ERP46
Offer range
$100K-$2M+9
Personal data
A third-party PII partner scrubs data before it is licensed47
Excluded data
Data held on behalf of clients is excluded48
Fees
Charges sellers no fee12
Time to offer and payment
Offer 1-2 weeks after intake; paid Net 30-6013

Selling or closing

Selling or closing your group? License its data first

In our reading, restaurant groups sell units, refranchise stores and close locations often, and the buyer of a store is after the lease, the equipment and the brand rather than years of back-office email. Whether that email and the SOPs could be offered as a copy before a sale or a closing is a question to talk through with the buyer you're working with. Pewter takes companies that are downsizing, winding down or already closed if the records still exist.3

FAQ

Restaurant groups and franchise operators: questions, answered

  • Some do, though Troveo prices them lower than most industries. Polyshares lists restaurants and franchises, while Troveo's estimator puts hospitality and restaurants in tier 4 of 4, so in our reading the group's office records are what gets looked at, not ticket times.1,2

  • In our reading, not much by itself. A Toast export covers orders, payments, menu items, kitchen times and clock-ins, which shows what happened but not why, and micro1's list of what it buys leads with internal docs, SOPs and internal communication. The POS helps as backing for those written records.49,50

  • It depends on who is counting. Mode counts full-time office employees, Pewter counts full-time staff and Polyshares sets no headcount floor at all, so ask each buyer how it treats hourly and part-time crew before you apply.16,3,11

  • No buyer publishes a restaurant price. Published ranges for operating companies mostly run $100K to $2M as the buyers' own claims, and Troveo applies a lower factor to hospitality and restaurants than to most industries.8,31,51,2

  • Yes. You set the scope: Grepped says any system, folder or record type can be left out, and Mode agrees systems and date ranges before anything is exported, so name the recipe folders as excluded on the first call.26,52

  • Mostly a call and an export, about 1-3 hours by the buyers' own count. In a group, whoever runs the shared drive and the mailboxes usually handles the export.53,54,55

  • Speeds vary, but it's usually around 3-6 weeks, sometimes longer.31,13,56,57,58

  • 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

  • Who controls the operations manual and recipes: the franchisor, the group, or the chef who wrote them?
  • How are guest names, phone numbers and allergy notes removed from reservation and catering records?
  • Does our POS provider's agreement limit what we do with exported sales data?
  • How are employee data, union contracts and NLRA questions handled?
  • 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 (58)

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  2. 2.Troveo business data assessment. Accessed 14 Oct 2026. Company's own claim.
  3. 3.Pewter website. Accessed 14 Oct 2026. Company's own claim.
  4. 4.US Census Bureau, Statistics of US Businesses 2022. Accessed 15 Oct 2026.
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  6. 6.O*NET OnLine, E-Mail work context. Accessed 15 Oct 2026.
  7. 7.Forbes, published 16 Apr 2026. Accessed 14 Oct 2026.
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  9. 9.Polyshares website. Accessed 14 Oct 2026. Company's own claim.
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  16. 16.Mode company data site. Accessed 14 Oct 2026. Company's own claim.
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  43. 43.Nyne sell-company-data page. Accessed 14 Oct 2026. Company's own claim.
  44. 44.Endless website. Accessed 14 Oct 2026. Company's own claim.
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