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This is a plain-English checklist, not legal advice and not a template. Take advice from your own solicitor before you sign anything.
Key points
- A licence grants rights over a copy and leaves ownership with you. Selling copyright outright needs a written assignment signed by you16.
- Exclusivity is usually the most valuable right you give. Labelbox Prism and Polyshares are exclusive by default; Cognor Labs says 24 months is typical8,3,7.
- Deletion seldom reaches trained models: Labelbox Prism says they "cannot be unlearned"8.
- Payment usually follows acceptance. micro1 has 30 days to approve data, then pays within 30 days of invoice1.
- Re-identifying de-identified personal data without the controller's consent is already an offence in the UK, but the licence should still ban it18.
What is a data licensing agreement, and how does it differ from a sale?
A data licensing agreement gives a buyer permission to use a defined copy of your records, for stated purposes and a stated period. Your company keeps ownership and goes on using the originals. A sale transfers ownership itself.
UK copyright law draws the same line. Selling copyright is an assignment, which "is not effective unless it is in writing signed by or on behalf of the assignor". A licence binds anyone who later acquires the copyright, except a good-faith purchaser with no notice of it16.
Buyers in this market license rather than buy. micro1 says companies "retain ownership of their underlying data"1; Polyshares describes "a license to defined operational data" in which the company keeps the business and the data2.
A licence can still come close to a sale in effect. A TechRound article about SourceX's programme describes its rights over the de-identified dataset as "perpetual, irrevocable, transferable and sublicensable", surviving termination with no duty to untrain models5. Read the rights granted, not the label.
Paperwork often comes in two layers: a master agreement, then a short confirmation for each dataset fixing scope, price and terms, which is how SourceX describes its own6. Review both: signing SourceX's master agreement creates obligations even before a dataset deal closes5.
The 15 terms that matter
Fifteen terms decide what you give up, what you risk and when you are paid. For each one, compare what the draft says with what to ask for.
1. Scope and field of use
The licence should list exactly what is covered (systems, date ranges, record types and agreed exclusions) and what the buyer may do with it: training, evaluation or building products. Endless Data's published terms for its own AI customers separate a general "Permitted Use" from a designated model training use11.
Ask for: a data schedule, uses limited to training and evaluating AI models, and a ban on using the records to identify, profile or contact anyone, as Endless imposes on its customers11.
2. Exclusivity
Exclusivity stops you licensing the same records elsewhere, so it is usually the most valuable right you grant. Labelbox Prism's partnerships are exclusive by default, with extra exclusivity priced to the buyer8. Polyshares licences are exclusive by default unless agreed otherwise, and its published deals are perpetual exclusive licences3,4. Cognor Labs says 24 months is typical7; Endless Data licenses non-exclusively10. In the related market for AI training environments, Epoch AI reports founders putting exclusive deals at roughly 4 to 5 times the price of non-exclusive ones13. Under UK copyright law, an exclusive licence must be in writing signed by the copyright owner17.
Ask for: a fixed period, a defined field such as training only, no reach into records you create later, and a price that reflects all three.
3. Term and territory
How long may the buyer use the records, and where? micro1 says it licenses data only to labs and enterprises "based in the U.S. and allied countries"1.
Ask for: a fixed term, named territories or types of recipient, and a clear list of what survives when the licence ends.
4. Sublicensing and onward transfer
Many buyers are data companies that resell to AI labs. Polyshares supplies labs and does not disclose which labs take which data2,3. micro1 commits not to resell or distribute data until personal and identifying information has been anonymised1. SourceX's rights are transferable and sublicensable5.
Ask for: onward licences only to AI developers on terms at least as protective as yours, every restriction flowed down, and a right to know who holds your records.
5. Deletion and trained models
A licence can make a buyer delete copies; it rarely makes a model forget. Labelbox Prism's kill clause forces deletion within 30 days for material breach, regulatory change or a change-of-control trigger you define, but "models already trained on the data cannot be unlearned"8. Endless Data's customers may keep models trained during the term11. Frankfurt Kurnit Klein & Selz, a US law firm, warns that once data trains a model "it cannot practically be pulled back out"12.
Ask for: deletion of raw and prepared copies on a set schedule, with written confirmation (micro1 deletes raw data to an agreed schedule1), and a price that assumes models survive.
6. Bans on re-identification and linkage
In the UK it is already an offence to knowingly or recklessly re-identify de-identified personal data without the consent of the controller that de-identified it18. A contract still matters, because it binds the buyer's onward recipients and gives you a remedy. Endless Data bars its customers from re-identifying de-identified or pseudonymised data11.
Ask for: express bans on re-identification, on linking your records with other data to single people out, and on contacting anyone named; the same terms flowed down; and prompt notice of any breach. Our anonymisation standard explains why linked records need this.
7. Security and data location
Where are raw and prepared copies held, and who can see them? Scale AI says it anonymises inside your environment before any data is extracted, with on-premises and private cloud options9. Polyshares says two named people can see a company's identity alongside its data3. If a buyer receives raw personal data to de-identify on your behalf, UK GDPR requires a binding processor contract setting out the subject matter, duration, nature and purpose of the processing19. Transfers abroad need their own route, explained in our UK law guide. Sleeping Asset prefers personal data to be removed before records leave your systems; where a buyer removes it after transfer, we tell you in writing first and your solicitor confirms the transfer route before anything moves.
Ask for: named processing locations, encryption, access limits and a deadline for telling you about any breach.
8. Audit
You cannot check promises you cannot see. Endless Data's licence gives its sellers audit rights10, and its customer terms allow yearly written certification of compliance and an audit where a breach is suspected11.
Ask for: annual written confirmation of compliance, a list of onward recipients, and an audit right if you have reason to suspect misuse.
9. Acceptance and rejection
Most buyers check delivered data before they owe anything. micro1 has 30 days to review and approve1; SourceX reviews for up to 30 days6; Polyshares reads a sample before it prices2.
Ask for: acceptance tests agreed in advance (the approved sample is a good benchmark), deemed acceptance if the window passes in silence, written reasons and a chance to fix any rejection, and deletion of anything rejected.
10. Price, currency and payment timing
Published terms vary widely. micro1 pays within 30 days of invoice after approval1; SourceX within 60 calendar days of a valid invoice6; Polyshares net 30 to 602; Mercor by wire on delivery, typically 2 to 4 weeks after signing15; Labelbox Prism an upfront fee at signing plus a revenue share8. Prices are quoted in US dollars.
Ask for: a fixed price in the licence, the currency, who pays transfer charges, interest on late payment, and reports and audit for any revenue share. Confirm which company signs and which owes you the money, as SimpleClosure advises20.
11. Warranties on rights
Holding data is not the same as having the right to license it. Frankfurt Kurnit lists other companies' confidential information under NDAs, licensed data, open-source and vendor code, and third-party material in attachments12. SourceX runs a rights review before signing, including limits in customer and vendor contracts6.
Ask for: warranties limited to what you know after reasonable enquiry and tied to the agreed exclusions. Never warrant perfect de-identification: SourceX's own agreement records that re-identification may still be possible6.
12. Indemnities and liability caps
Buyers protect themselves first. In its own terms as a supplier to AI customers, Endless Data caps its liability at the fees paid in the previous 12 months and limits its infringement indemnity to US rights11.
Ask for: your total liability capped at the price you receive, no liability for indirect loss, and an indemnity from the buyer for its misuse of the records, its models' outputs and any re-identification.
13. Confidentiality
Decide what stays private: your identity, the licence terms and the records. Polyshares lists records under a code rather than the company's name3. Frankfurt Kurnit notes that California and EU rules require AI developers to publish high-level information about their training data, including whether it was bought or licensed12.
Ask for: your name kept confidential unless you agree otherwise, and confidentiality that outlasts the licence.
14. Publicity
Buyers like case studies and announcements.
Ask for: no use of your name, logo or story in marketing, press or investor material without your prior written consent.
15. Governing law and jurisdiction
Paperwork from US buyers may choose US law: Endless Data's published terms choose Delaware law and arbitration in Wilmington11.
Ask for: English law and the courts of England and Wales, or arbitration seated in London. If you accept another law, have your solicitor explain what it means for warranties, caps and enforcement.
What do buyers' published terms say?
Few buyers publish full licence terms, but their pages and FAQs reveal the main points. All checked on 12 November 2026; the signed agreement always governs. SourceX's terms come from a paid press release and a TechRound article about its programme, so treat them as the company's own account.
| Buyer | Exclusivity | After the licence | Acceptance and payment | Source |
|---|---|---|---|---|
| micro1 | Not published | Raw data deleted on an agreed schedule | Up to 30 days to approve; paid within 30 days of invoice | 1 |
| SourceX | Exclusive for AI training for the term in each dataset confirmation | Perpetual, irrevocable rights in the de-identified dataset; no duty to untrain | Review up to 30 days; paid within 60 days of a valid invoice | 5,6 |
| Polyshares | Exclusive by default; published deals perpetual | Not published | Net 30 to 60 after approval, anonymisation and delivery | 2,3,4 |
| Labelbox Prism | Exclusive by default; other structures possible | Deletion within 30 days on defined triggers; trained models remain | Upfront fee at signing plus revenue share | 8 |
| Cognor Labs | Typically 24 months | Not published | Paid after signing and delivery | 7 |
| Endless Data | Non-exclusive | Deletion at the end of the term | Fixed sum agreed before anything is shared | 10 |
| Mercor | Not published | Not published | Wire on delivery, typically 2 to 4 weeks after signing | 15 |
Which buyers accept UK companies is tracked separately on the buyers page. We ask each buyer to confirm in writing that it accepts UK companies before we introduce you.
Which terms are red flags?
Walk away from, or renegotiate, any term that takes more than you are paid for or leaves you carrying risk you cannot control.
- A 48-hour deadline. Business Insider reports six-figure "exploding offers" that expire in 48 hours14. No licence worth signing needs that.
- A full export before any offer. SimpleClosure's chief executive warns against handing over everything before a meaningful offer20.
- Perpetual, worldwide exclusivity for a one-off fee, especially if it covers records you have not yet created.
- Raw personal data sent abroad first, with no processor contract and no transfer route19.
- No re-identification ban, or one that does not bind onward recipients.
- Uncapped warranties and indemnities, or a promise that de-identification is perfect.
- Acceptance at the buyer's sole discretion, with no deadline.
- An unclear counterparty, where you cannot tell which company signs and which owes you the money20.
How do your solicitor and Sleeping Asset split the work?
Your solicitor advises you on the law and approves the licence. Sleeping Asset compares the commercial terms with what buyers publish and with any other offers, and tracks the deal to payment. We do not give legal advice.
| Task | Sleeping Asset | Your solicitor | You |
|---|---|---|---|
| Collect each buyer's draft and summarise its terms | Yes | ||
| Compare exclusivity, term, price, acceptance and payment with the market | Yes | ||
| Flag red flags and points worth negotiating | Yes | Yes | |
| Advise on rights to license, data protection and confidentiality | Yes | ||
| Draft changes and approve the final licence | Yes | ||
| Tell you in writing before any route where the buyer removes personal data after transfer | Yes | ||
| Confirm that transfer route | Yes | ||
| Decide exclusions, approve the sample and sign | Yes | ||
| Disclose in writing what this buyer pays us | Yes |
Frankfurt Kurnit recommends documenting the review, exclusions, de-identification protocol and business case, because a past data sale will come up in due diligence if the company is later acquired12. We help you build that file. How it works covers the full process, how we are paid shows our fee by buyer, and choosing a licensing agent lists what to ask any intermediary.
Already have an offer? Send it to us and we will compare it with the market, free. On a 30-minute call we go through these 15 terms against the draft you hold. No offer yet? Our guide to what company data is worth sets out what buyers publish.
FAQ
Questions about data licensing agreements for AI
Should a data licence be exclusive?
Only if it is limited and paid for. Exclusivity, which stops you licensing the same records elsewhere, is usually the most valuable right you grant. Labelbox Prism and Polyshares are exclusive by default, Cognor Labs says 24 months is typical, and Endless Data is non-exclusive. Ask for a fixed period, a defined field and a higher price8,3,7,10.
Can a licence require the buyer to delete our data from trained models?
Rarely in practice. A licence can require deletion of raw and prepared copies on a schedule, with certification, but buyers say trained models cannot be unlearned. Labelbox Prism's kill clause forces deletion within 30 days yet leaves trained models in place, and SourceX takes lasting rights with no duty to untrain. Price the licence as if it were permanent8,5.
Who gives warranties about the data?
Usually the seller, who warrants that it has the right to license the records and has made the agreed exclusions. Limit those warranties to what you can check after reasonable enquiry, and cap them. Never warrant perfect de-identification: SourceX's own agreement records that re-identification may still be possible. The buyer should warrant its lawful use and security6.
What is an acceptance window?
The period after delivery in which the buyer checks your data before it must pay. micro1 has 30 days to review, then pays within 30 days of your invoice; SourceX reviews for up to 30 days and pays within 60 days of a valid invoice1,6. Ask for agreed acceptance tests and deemed acceptance if the window passes in silence.
Which law should govern the licence?
Ask for English law and the courts of England and Wales, or arbitration seated in London, so your own solicitor can advise with confidence. US buyers may propose their own law: Endless Data's terms for its customers choose Delaware law and arbitration in Wilmington11. If you accept a foreign law, take advice on warranties, caps and enforcement.
Is there a standard template?
No market standard exists yet, and we do not publish one. Each buyer issues its own paperwork, sometimes a master agreement plus a confirmation for each dataset, as SourceX describes6. Use this 15-term checklist to review a draft with your solicitor, who should draft or approve the final licence. Borrowed templates can miss data protection and model training points.
Sources
- 1micro1, Monetize your company's operational data (data partnerships page and FAQ)micro1.ai · Read 12 Nov 2026
- 2Polyshares, homepage, terms summary and FAQpolyshares.com · Read 12 Nov 2026
- 3Polyshares, How we handle your datapolyshares.com · Read 12 Nov 2026
- 4Polyshares, Selected case studies (company claims)polyshares.com · Read 12 Nov 2026
- 5TechRound, The AI Asset Hiding At British Companies: Years Of Ordinary Work, 26 Oct 2026 (article about SourceX's programme, with a note on SourceX's founder)techround.co.uk · Read 12 Nov 2026
- 6SourceX via FinanzWire, SourceX Outlines Commercial Terms for Its AI Data Licensing Program, 5 Nov 2026 (paid press release)finanzwire.com · Read 12 Nov 2026
- 7Cognor Labs, homepage and FAQcognorlabs.com · Read 12 Nov 2026
- 8Labelbox Prism, FAQsprism.labelbox.com · Read 12 Nov 2026
- 9Scale AI, Data Partnerships (governance and FAQ)scale.com · Read 12 Nov 2026
- 10Endless Data, homepage (Your licence with Endless and FAQ)endless-data.com · Read 12 Nov 2026
- 11Endless Data, Terms and Conditions for its data customers, last updated 10 Jan 2025endless-data.com · Read 12 Nov 2026
- 12Frankfurt Kurnit Klein & Selz, Daniel Goldberg, Selling Company Data for AI Training: What to Know Before You Say Yes, 1 Oct 2026technologylaw.fkks.com · Read 12 Nov 2026
- 13Epoch AI, Jean-Stanislas Denain and Chris Barber, An FAQ on reinforcement learning environments, 12 Jan 2026epoch.ai · Read 12 Nov 2026
- 14Business Insider, Charles Rollet, Tom Carter and Stephen Council, AI labs are fueling a wild market for your Slack DMs, 13 Oct 2026businessinsider.com · Read 12 Nov 2026
- 15Mercor, Mercor Data (FAQ on fees and payment)mercor.com · Read 12 Nov 2026
- 16Copyright, Designs and Patents Act 1988, section 90 (assignment and licences)legislation.gov.uk · Read 12 Nov 2026
- 17Copyright, Designs and Patents Act 1988, section 92 (exclusive licences)legislation.gov.uk · Read 12 Nov 2026
- 18Data Protection Act 2018, section 171 (re-identification of de-identified personal data)legislation.gov.uk · Read 12 Nov 2026
- 19UK GDPR, Article 28 (processor)legislation.gov.uk · Read 12 Nov 2026
- 20SimpleClosure, Dori Yona, How Real Are Those Million-Dollar Data Offers?, 1 Oct 2026simpleclosure.com · Read 12 Nov 2026
Every source was read on the date shown. Buyers change their terms often; if you spot something out of date, email support@sleepingasset.com and we will correct it.