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Selling data

Exclusive vs non-exclusive data licenses

By Gareth HoyleLast updated 7 minute readHow we research

In short

An exclusive data license lets only one buyer use your data for the agreed scope and term, while a non-exclusive license lets you license the same data again. Exclusive deals pay more upfront, about 2.5 to 5 times a non-exclusive one according to AIData.Broker, but repeat non-exclusive licenses can earn as much. Field-of-use and time-limited terms sit in between.

Key takeaways

  • AIData.Broker puts an exclusive deal at about 2.5 to 5 times a non-exclusive one.
  • Polyshares and Labelbox Prism license exclusively by default. Endless Data licenses non-exclusively to several labs.
  • Troveo says its datasets sell an average of four times, which is the main argument for staying non-exclusive.
  • Exclusivity can be limited by field of use, model type, named competitors or a fixed number of years.
  • A perpetual exclusive license is effectively a sale of the data's AI value. Price it that way.

Exclusivity is often the biggest single lever on price in an AI data deal, and the one sellers agree to most casually. This guide explains what each type of license means, what the published buyers offer and how to choose.

What is the difference between exclusive and non-exclusive data licenses?

The difference between exclusive and non-exclusive data licenses is whether you can license the same data to anyone else. Under an exclusive license, only the licensee may use the data within the agreed scope and term, and you promise not to license it to others. Under a non-exclusive license, you keep the right to license it again.

Exclusive and non-exclusive licenses compared
Exclusive licenseNon-exclusive license
Who else can use the dataNo one within the agreed scope, sometimes including youAny other licensee you choose
Typical priceAbout 2.5 to 5 times a non-exclusive deal (AIData.Broker)Lower per deal, can be repeated
Income patternOne larger paymentSeveral smaller payments over time
Published examplesPolyshares, Labelbox Prism (exclusive by default)Endless Data, Shutterstock's AI licensing
Main riskLocks you out of later, better offersEach buyer may pay less knowing others have the data
Best forRare data with one strong buyer, or a one-off exitData many labs want, or a growing archive

How much more does an exclusive license pay?

An exclusive license pays about 2.5 to 5 times a non-exclusive deal for the same data, according to AIData.Broker as quoted by Don't Do It Yourself in October 2026. On that ratio, data that would fetch $100,000 non-exclusively would fetch roughly $250,000 to $500,000 exclusively.

Polyshares, which buys exclusive licenses by default, has published four deals: a roofing company at $450,000, a general contractor at $300,000, a solar company at $275,000 and a global marketing agency at $110,000. All four were perpetual exclusive licenses, according to Don't Do It Yourself.

The multiple reflects what the buyer gains and what you give up. The buyer gets data its rivals cannot train on, and you lose every later license of the same records within the agreed scope. If the data is rare, that is worth a great deal to the buyer. If several companies hold similar records, exclusivity protects the buyer far less and the premium should be smaller.

Our guide to how much your data is worth to AI companies has the full range of published payouts.

Which buyers want exclusivity?

The buyers that want exclusivity are mostly direct buyers and platforms that resell to labs at a premium. Published terms, compiled by Don't Do It Yourself in October 2026, show the split.

Published exclusivity terms by buyer
BuyerExclusivityPayment model
PolysharesExclusive by default, published deals perpetualOne-off fee, net 30 to 60 days
Labelbox PrismExclusive by defaultUpfront fee plus revenue share
Endless DataNon-exclusive, licensed to several labsFixed sum paid after transfer
TroveoTime-limitedRevenue share, no fees
micro1, Mercor, Scale AI, Handshake AINot publishedVaries by agreement

Where a buyer does not publish its position, ask before you share a sample. The answer changes how you should price the deal.

When does a non-exclusive license earn more?

A non-exclusive license earns more when several buyers want the same data. Troveo says its datasets sell an average of four times, according to Don't Do It Yourself. Four non-exclusive fees can match or beat a single exclusive fee at 2.5 to 4 times the price.

Large rights holders mostly license non-exclusively. Reddit licensed content to Google in February 2024, in a deal Reuters reported at about $60 million a year, and announced a separate partnership with OpenAI in May 2024. Business Insider reported that Shutterstock earned $104 million from AI licensing in 2023 and named its AI partners as including Meta, Alphabet, Amazon, Apple, OpenAI and Nvidia.

Non-exclusive licensing works best for data that keeps growing. If you create new support tickets, code or project files every month, you can license fresh tranches to new buyers each year.

When does an exclusive license make sense?

An exclusive license makes sense when one buyer will pay well above what the open market would and you do not expect to sell the data again. Three situations fit.

  • Closing or selling the business, when a single clean payment matters more than future income
  • Rare data where only one or two buyers are likely to be interested
  • A closed archive you will never add to, such as records from a discontinued service

Even then, check whether the exclusive price really reflects the 2.5 to 5 times range. An exclusive offer at the same level as non-exclusive offers is a poor deal.

Exclusivity also has a cost after the deal. If a better buyer appears in year two, you cannot accept its offer for the same records within the agreed scope. A buyer that later goes out of business may still hold the exclusive rights, unless the contract ends them on insolvency. Ask for a clause that does, and for exclusivity to lapse if the buyer fails to pay on time.

What are the options between exclusive and non-exclusive?

The options between exclusive and non-exclusive limit exclusivity to what the buyer actually needs. Each one lets you keep some value while still giving the buyer something worth paying for.

Partial exclusivity options
OptionHow it worksWhen to use it
Time-limited exclusivityExclusive for a fixed period, such as 12 or 24 months, then non-exclusiveThe buyer wants a head start, not permanent control
Field-of-use exclusivityExclusive only for one use, such as legal drafting modelsYour data has value in more than one domain
Named-competitor exclusivityYou may not license to a listed set of the buyer's rivalsThe buyer fears a specific competitor
Model-type exclusivityExclusive for one kind of model, such as speechMultimedia archives with several uses
First-look or first-refusal rightThe buyer sees new data first or can match other offersOngoing data where the buyer wants priority
Tranche exclusivityExclusive for the current archive, non-exclusive for future recordsGrowing datasets

Troveo's time-limited model is a published example of the first option. The others are standard licensing tools, so a buyer's lawyer will recognize them.

Can exclusivity be combined with a revenue share?

Exclusivity can be combined with a revenue share, and Labelbox Prism publishes exactly that model: exclusive by default, with a fee at signing plus a revenue share on later use, according to Don't Do It Yourself. The buyer gets sole control of the data and you share in what it earns from it.

This structure only works if you can see the numbers. Ask for regular statements, a right to audit and a minimum annual payment, so exclusivity does not leave you with a single upfront fee and nothing after it.

What does exclusivity mean when the buyer resells to labs?

Exclusivity with a training-data company usually means that company is the only route by which your data reaches AI labs. It does not mean only one lab uses it. Firms such as micro1, Mercor and Scale AI process data and supply it to labs, so an exclusive license to them may still put your records in several models.

That matters for two reasons. You should be paid for the breadth of use the buyer gains, and you should know the onward transfer terms. Nixon Peabody recommends stating whether data may be shared with subprocessors or research partners, and that restrictions flow through the buyer's whole technical stack.

What should an exclusivity clause say?

An exclusivity clause should say exactly what you may not do, for how long and with which data. A vague clause gives the buyer more than it paid for.

  • The datasets covered, by reference to the manifest schedule
  • The field of use or model type the exclusivity applies to
  • The start date and end date, or a clear statement that it is perpetual
  • Whether future records you create are covered
  • Your right to keep using the data internally, including for your own AI tools
  • What happens to exclusivity if the buyer fails to pay or is acquired

Is a perpetual exclusive license the same as a sale?

A perpetual exclusive license is not legally a sale, but commercially it comes close. You keep ownership of the records, but you cannot license their AI value to anyone else, ever, within the agreed scope.

Training cannot be reversed either. Frankfurt Kurnit Klein and Selz states that once data is used to train a model, it cannot practically be pulled back out. A perpetual license combined with exclusivity should therefore be priced as the last AI deal you will do with those records.

How do you negotiate exclusivity?

You negotiate exclusivity by treating it as a separate item with its own price. Get non-exclusive offers first, so you know the base value, then ask what each buyer will pay for each form of exclusivity.

  1. 1

    Price the non-exclusive license

    Collect at least two offers on identical records and terms without exclusivity.

  2. 2

    Ask what the buyer needs

    Most buyers want protection from specific rivals or a head start, not permanent control of your data.

  3. 3

    Offer the narrowest form that meets the need

    Time-limited or field-of-use exclusivity usually satisfies the buyer at a lower cost to you.

  4. 4

    Compare the premium with the ratio

    Check the exclusive price against AIData.Broker's 2.5 to 5 times range.

  5. 5

    Write the scope into the contract

    Define the field, the term and what you may still do. Use our licensing agreement checklist.

Competing offers make this possible. When we broker a deal, offers are compared on the same records, uses, exclusivity and term so the highest headline is not mistaken for the best deal. To see what your data could fetch each way, book a free consultation.

Frequently asked questions

Can I use my own data after granting an exclusive license?
You can usually keep using your data for running your business, but an exclusive license may stop you using it for AI training, including your own internal models. It depends on the drafting. Ask for an express carve-out for internal use before you sign, so the position is clear.
Is exclusivity always perpetual?
Exclusivity is not always perpetual. Polyshares' four published deals were perpetual exclusive licenses, but Troveo describes its exclusivity as time-limited. You can negotiate a fixed term, such as 12 or 24 months, after which the license becomes non-exclusive and you may license the data to others.
Does non-exclusive mean the buyer pays less?
Non-exclusive usually means a lower fee per deal, because the buyer knows others may get the same data. AIData.Broker puts exclusive deals at about 2.5 to 5 times a non-exclusive one. The total can still be higher if you license the data several times, as Troveo's average of four sales suggests.
What is a first-refusal right in a data license?
A first-refusal right lets the buyer match any offer you receive from another buyer before you accept it. It is weaker than exclusivity but can still deter other bidders, who may not want to spend time on an offer that can be matched. Treat it as a form of exclusivity and price it.
Should a closing company grant exclusivity?
A closing company often grants exclusivity, because it will not be around to license the data again and a single larger payment helps creditors and investors. The Spirit Airlines data is being sold as an asset in bankruptcy, subject to court approval. Check the price still reflects exclusivity rather than distress.

Sources

  1. How much is company data worth to AI? (2026 prices and real deals), Don't Do It Yourself, accessed November 2026
  2. How to sell your company's data to AI companies, Don't Do It Yourself, accessed November 2026
  3. Reddit in AI content licensing deal with Google, sources say (Reuters report), Nieman Lab, accessed November 2026
  4. Shutterstock earned over $100 million in revenue thanks in part to its AI-powered image generator tool, Business Insider, accessed November 2026
  5. Selling company data for AI training: what to know before you say yes, Frankfurt Kurnit Klein and Selz, accessed November 2026
  6. Shopping for AI training data: five diligence questions before you buy, Nixon Peabody, accessed November 2026
  7. OpenAI and Reddit partnership, OpenAI, accessed November 2026

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