Deal economics
What buyers check before a data license offer becomes binding
By SourceX Editorial · Reviewed by Noah Loul ·
Short answer
Before a data license offer becomes binding, AI buyers check where the records came from, whether the supplier may license them, the permitted use, how personal and confidential details were removed, and who authorized the release. They also review a prepared sample. A gap in any check usually changes price or scope rather than ending the deal.
Key takeaways
- First offers for data are usually conditional, and buyer diligence decides whether they become binding on the same terms.
- Buyers check five things that map to the SourceX Evidence Packet: provenance, licensing rights, permitted use, privacy record and release authorization.
- A prepared sample that matches the described scope is often the check that moves price.
- Late findings usually narrow scope or add contract protections rather than end the deal.
- Nothing needs to be shared at the fit check; samples come only after rights review and preparation.
What do buyers check before an offer becomes binding?#
Buyers check the records, the rights and the supplier before a data license offer becomes binding. A first offer or term sheet usually states a price and scope subject to diligence, and the binding contract follows only when those checks come back clean or the terms are adjusted to fit what was found.
Founders often expect the hard part to be price. In practice the slower part is evidence: showing where the records came from, why the company is allowed to license them and how personal details were removed. A supplier that answers with documents rather than assurances moves faster and holds its price better.
Provenance questions have sharpened because of regulation. Under Article 53(1)(d) of the EU AI Act, providers of general-purpose AI models must publish a sufficiently detailed summary of the content used for training, following a template from the AI Office, and Article 53(1)(c) requires them to keep a policy to comply with EU copyright law. A buyer subject to those duties needs to know what it licensed, from what kind of source and on what terms, even if it never names the supplier publicly.
The checks also run in a predictable order. Buyers usually confirm rights and permitted use before they ask for a sample, because there is no point reviewing records the supplier cannot license. Security and onboarding questions tend to come last, once legal and data teams are satisfied. Knowing that order lets a supplier prepare the right documents for each stage instead of everything at once.
The buyer checklist mapped to the SourceX Evidence Packet#
The buyer checklist maps closely to the five elements of the SourceX Evidence Packet: provenance, licensing rights, permitted use, privacy record and release authorization. The table shows what a buyer typically asks for under each element.
Expect the requests to arrive as a written questionnaire, often from the buyer's legal, privacy and data teams separately. Answering them from one consistent set of documents avoids contradictions between teams.
| Buyer check | What the buyer asks for | Evidence Packet element |
|---|---|---|
| Source systems | Which systems produced the records, over what dates, and how they were exported | Provenance |
| Chain of custody | Who handled the export and whether records changed after extraction | Provenance |
| Customer and vendor terms | Contract language showing the company may use the records this way | Licensing rights |
| Employee and user notices | Privacy notices, policies and any consents covering the records | Licensing rights |
| Scope of use | Training, evaluation or research use, plus term, territory and exclusivity | Permitted use |
| Personal and confidential data | Methods used to remove names, contacts, identifiers, secrets and client details | Privacy record |
| Residual risk | Quality check results after redaction and a process for removal requests | Privacy record |
| Signer authority | Board approval, investor or lender consents and the authorized signer | Release authorization |
Why the sample review moves price#
The sample review moves price because it is the first time the buyer sees records rather than descriptions. A prepared sample that matches the described date range, linkage and quality keeps the offer intact; one that is thinner, more fragmented or more heavily redacted than described invites a revised number.
Share samples only after rights review and privacy preparation, under a signed confidentiality agreement that limits how the buyer may use them. Raw exports should never leave the company as a sample. Buyers look at a handful of things, and a supplier can check each one first.
- Coverage: dates, record types and volumes match the description.
- Linkage: requests connect to actions and outcomes, such as a ticket to its fix and release.
- Completeness: key fields are populated and threads are not cut off.
- Redaction quality: personal details are removed without destroying meaning.
- Noise: automated messages, templates and spam are filtered out or labeled.
- Documentation: a data dictionary explains fields, codes and system quirks.
Supplier checks: the company behind the records#
Supplier checks look at the company itself, separately from the records. Buyers want to know that the entity exists, that it owns or controls the systems involved and that nothing pending would undermine the license.
Expect standard vendor onboarding: legal entity and ownership, tax and banking details, and a security questionnaire on how the export was produced and how delivery will be handled. Buyers also ask about disputes or claims involving the records, earlier licenses of the same records and any exclusivity granted elsewhere.
Acquired and wound-down companies get extra questions about which entity holds the records today and who can sign for it. Have the acquisition agreement, the assignment of assets or the wind-down authority ready before the questionnaire arrives.
What findings change between offer and signature#
Findings in diligence usually change the scope or the contract rather than end the deal. The table shows common findings and their typical effect on terms.
Disclosing known limits early is cheaper than having a buyer discover them. A carve-out offered up front reads as care; one found late reads as a reason to reprice everything else.
| Finding | Typical effect on the offer |
|---|---|
| Some customer contracts restrict use of their records | Those customers' records are carved out and volume is restated |
| Redaction removed more context than expected | Price adjusted, or preparation reworked before delivery |
| Records include client deliverables or third-party code | Excluded from scope, with the supplier warranty narrowed to match |
| Date coverage shorter than described | Price or scope revised to the real coverage |
| Investor or lender consent required | Signing made conditional on the consent |
| Earlier exclusive grant on related records | Scope redrawn around the existing license |
Illustrative: an engineering firm clears buyer diligence#
Illustrative: a fictional civil engineering firm with several regional offices holds years of Deltek project records, internal design review comments and RFI logs. A model developer issues a conditional offer for a training license of the review comments and RFI histories.
During diligence the buyer notices that some RFI logs attach client drawings. The firm had already flagged client-controlled material in its own rights review, so it offers to exclude attachments and keep the text logs. The buyer's sample review confirms that reviewer names and client contacts were removed while the technical reasoning survived.
The binding license narrows scope to text records without client attachments, and the price is restated for the smaller volume. The managing principal signs after board approval is recorded, and the firm's answers to the buyer's questionnaire become part of the signed file.
How SourceX prepares suppliers for buyer diligence#
SourceX prepares the evidence before a buyer asks for it. The fit check collects metadata only, and nothing is shared during the initial assessment; records move only after the supplier approves each step of the SourceX five-step transaction: Supply, Rights, Preparation, Approval and Delivery.
The SourceX Evidence Packet assembles provenance, licensing rights, permitted use, the privacy record and release authorization into one record the buyer can review. That keeps diligence focused on the records themselves rather than on reconstructing how they were handled.
Frequently asked questions
Can a buyer walk away after reviewing a sample?
Usually, yes. Most first offers are non-binding or conditional on diligence, so the buyer can decline or revise if the sample does not match the description. Confidentiality and limits on how the sample may be used should already be in place under a signed agreement before anything is shared.
Is a term sheet for a data license binding?
Term sheets are usually non-binding on price and scope, but some provisions, such as confidentiality, exclusive negotiation periods and governing law, are often written to bind. Read which clauses are labeled binding before you sign one.
Will the buyer ask for unredacted samples?
Some buyers ask, often to judge redaction quality. A supplier can usually decline and offer redacted samples with a description of the method and the checks used. Sharing raw records before rights and privacy review can create obligations the company cannot undo.
Do buyers keep checking after the license is signed?
Many licenses include continuing duties: notifying the buyer of rights problems, handling removal requests and sometimes allowing an audit of how records were prepared. Read those clauses as carefully as the diligence requests, because they last for the life of the license.
Should we run our own checks on the buyer?
Yes. Confirm the contracting entity and who signs for it, how the buyer will store and restrict access to the records, which internal teams or affiliates may use them, and how it handles deletion at the end of the term. A buyer that cannot answer these questions clearly is a weaker counterparty, whatever the price.
When should we bring in counsel?
Before you sign anything, including a term sheet or a sample agreement. Counsel can confirm what your customer contracts, privacy notices and investor documents allow, which shapes the scope you offer. Bringing counsel in only after diligence findings arrive usually means renegotiating terms you already agreed.
Sources
- Article 53(1)(d) of the EU AI Act requires providers of general-purpose AI models to make publicly available a sufficiently detailed summary of the content used to train the model, following a template from the AI Office. Source
- Article 53(1)(c) of the EU AI Act requires providers of general-purpose AI models to put in place a policy to comply with EU copyright law. Source
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