An AI company offered to buy a client's data mid-sale: what should the advisor do?

When an AI company offers to buy a client's data during a sale, pause before replying: have counsel read the LOI's exclusivity and interim covenants and the NDA, tell the lead bidder, and compare the offer with a structured, time-limited license. Rule out any perpetual, non-exclusive or open-ended grant, because it survives closing and reduces what the acquirer is buying.

The short answer: pause, check the deal documents, then decide

Treat an unsolicited data offer that arrives mid-process as a deal issue first and a revenue idea second. Before anyone replies, deal counsel should read the letter of intent and the NDA, the lead bidder should hear about the approach from the advisor rather than discover it in confirmatory diligence, and any proposed grant should be measured against a structured, time-limited license. Rule out early any perpetual or non-exclusive grant: it survives the closing and shrinks what the acquirer believes it is buying.

A serious data buyer can usually wait until the process reaches a natural checkpoint. A party that presses for a signature this week is telling you something about its terms.

What is the AI company actually asking for?

The words "buy your data" can describe several very different transactions. Read the email or term sheet for the points below before forming a view.

Phrase in the offerWhat it can meanWhy it matters during a sale
Purchase or acquire the dataAn assignment of rights, a license, or ongoing API accessAn assignment removes an asset the acquirer may already be pricing
Non-exclusive licenseThe same records can be licensed again to othersReduces scarcity and the value of any later license
Perpetual or irrevocableThe grant has no end date and survives the saleThe acquirer inherits an obligation it cannot unwind
All data or all contentScope is undefined across every systemPulls in customer, employee and third-party material
Ongoing feed or updatesDelivery continues after closingCreates an engineering commitment for the new owner
Sample or pilot firstRecords leave before terms and rights are settledRisks breaching customer contracts and the process NDA

The five-check decision path

Work through the checks in order. Any one of them can end the conversation.

  1. Read the LOI. Look at the exclusivity (no-shop) clause and any interim operating covenant. Many letters restrict asset dispositions, material contracts or transactions outside the ordinary course until signing, and a data grant can fall inside that wording. If it might, written consent from the lead bidder is the cleanest route.
  2. Read the NDA and data-room rules. Find out whether the inbound party is a bidder or connected to one, and whether anything it knows came from the data room. Process information cannot be reused to price a side deal.
  3. Check the company's own promises. Privacy policies, customer contracts and employee notices limit what can be licensed. FTC staff have warned that adopting more permissive data practices, such as using data for AI training, through a quiet retroactive change to terms or a privacy policy may be unfair or deceptive (FTC Office of Technology, February 2024). Where the CCPA applies, a business that sells or shares personal information must give notice at collection and put a written agreement in place limiting use to specified purposes (Cal. Civ. Code 1798.100 et seq.).
  4. Decide on disclosure. After an LOI is signed, tell the lead bidder in writing. Before an LOI, agree with the client whether to note the approach in the next process update so every bidder hears the same facts.
  5. Compare like with like. Set the inbound offer next to a structured license on ownership, scope, exclusivity, term, rights review and payment before anyone discusses price.

This is general information, not legal, tax or financial advice. Confirm with your own counsel before acting.

Inbound offer vs a structured license

TermWhat to check in the inbound offerHow a SourceX license is set up
OwnershipWhether rights are assigned or only licensedThe company keeps ownership; data is licensed, not sold
ScopeWhether the dataset is defined system by systemScope comes from a data inventory the company completes
ExclusivityWhether the grant is exclusive, and for what useTypically exclusive for AI training for an agreed term
TermWhether there is an end dateA fixed term written into the agreement
Rights reviewWho confirms the rights and who carries the riskRights are checked during qualification, before buyers review
RedactionWhether de-identification rules are written downRedaction and de-identification agreed before any work begins
PricePer-record, credits or open-ended formulasOne all-in price with SourceX's fee included and no separate charges
PaymentMilestones, usage-based or deferredOne-time payment, typically within about 60 days of invoicing once the buyer selects the data
Binding pointClick-through terms or an early letterNothing is binding until the company agrees price and terms and signs

An opening number from one party says little about value. Read how a company's data is valued for the factors that drive price: years of history, connected systems, recorded outcomes and clean rights. If the client is weighing a sale against a recapitalization, the dual-track M&A process guide shows where a license can sit in the timeline, and the buyer list guide explains why AI data buyers belong on a separate list from acquirers.

How to respond to the client and the AI company

Keep every message short and free of commitments.

When the concern is valid: offers that would hurt the sale

Decline or defer the inbound offer if any of these apply:

  • It asks for a perpetual, irrevocable or non-exclusive grant.
  • The scope is undefined or includes customer and employee personal data.
  • It requires samples or exports before an executed agreement.
  • Payment is mainly in product credits or depends on future usage.
  • It obliges the company to keep delivering after closing.
  • The requester is a bidder or connected to one.

If the client still wants a license, two cleaner routes remain. Sign one before the next process, with its term disclosed to bidders, or leave the decision to the acquirer after closing; acquired companies can still qualify while the records exist. The guide on addressing AI risk in a CIM covers how to describe a license or a pending inquiry to bidders.

Where SourceX fits and how the advisor is credited

SourceX runs a structured version of this process for US companies with 50+ full-time employees at peak (contractors excluded), a multi-year operating history on record, clear rights to license what they hold, and an owner, CEO, CFO or other authorized representative willing to sponsor the decision. Advisors make the introduction and share basic fit information; they never export, upload or describe confidential records. The M&A advisor referral overview explains how introductions work alongside a live mandate.

Partners earn 25% of the eligible platform fees SourceX actually collects from the referred company's licensing deals, capped at $100,000 per referred company, payable only after the buyer pays and SourceX receives its fee. No reward is guaranteed, and the reward is a share of SourceX's fee, never deducted from the company's proceeds. Check any rules your firm or licensing body applies to referral fees before you register.

Next step

Once deal counsel agrees the timing, run the company through the company fit checker, a preliminary, non-binding screen. A company that passes can be introduced once you register as a partner; the CEO can also apply at sourcex.si/apply through your referral link, which keeps your credit attached.

  1. Step 1Share your linkSend your personal link to a company you know.
  2. Step 2Company appliesThe company applies itself at /apply.
  3. Step 3Buyer selects and paysThe buyer selects and pays for the data and SourceX receives its fee.
  4. Step 4You get your rewardYour share of SourceX fees becomes payable.

Common questions

Does licensing data breach an LOI exclusivity clause?

It can, depending on the wording. Many no-shop clauses and interim operating covenants restrict asset dispositions, material contracts or deals outside the ordinary course until signing, and a data grant may fall inside that language. Deal counsel should read the specific clauses. Where there is any doubt, the safest path is written consent from the lead bidder before terms are negotiated with anyone.

Should an unsolicited data offer be disclosed to every bidder?

Before an LOI, the client and advisor decide whether to mention it in a process update so all bidders hear the same facts. After an LOI, the lead bidder should be told in writing. Keeping a pending data deal quiet risks a representation problem later and damages trust at the point in the process when price is most fragile.

Can the acquirer license the company's data after closing instead?

Yes. If the records still exist and the rights are clear, the new owner can pursue a license after closing, because acquired companies can still qualify. Deferring the inquiry does not destroy the opportunity; it moves the decision, and the proceeds, to the acquirer. Some sellers prefer that outcome to complicating a signed letter of intent.

What if the AI company asks for a data sample to evaluate?

Do not send one. A sample discloses records before rights, redaction rules and an agreement are in place, and it may breach customer contracts, employee notices or the process NDA. In a structured license, buyers review the opportunity first, and records move only after an executed agreement and the company's written authorization.

Does an inbound offer prove the company's data is valuable?

It signals interest, not price. An unsolicited figure reflects what one party hopes to pay for an undefined scope. Value depends on how many years of records exist, how many systems connect, whether outcomes are recorded and whether rights are clean. A structured inventory and buyer review give a far better reference point than a single opening number.

Free resources

By SourceX Partnerships Team · Published 2026-10-09 · Updated 2026-10-09

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