How to compare two data licensing offers

1. Put both offers on the same page#

An email offering $100,000 for your archive and one offering $80,000 for a defined export are not yet comparable. One may include future records, unrestricted model training, redistribution, and years of support. The other may cover one delivery for a narrow purpose. Start with the work and permissions each buyer expects.

• Dataset: systems, date range, fields, exclusions, estimated usable records, and delivery format.
• Permitted use: evaluation, training, retrieval, product integration, and any onward distribution.
• Duration: how long the buyer can use the records and what it may retain afterward.
• Services: one export or recurring updates; documentation, corrections, and response times.
• Restrictions on you: exclusivity, approval rights over future deals, and limits on your own use.

Write unknown beside any missing term. Do not fill it with the sales representative’s most favorable interpretation. Ask for the answer in the proposed agreement. If you cannot yet describe the dataset, complete the business data inventory before requesting a revised offer.

2. Calculate what reaches your business#

Use a simple calculation: cash collected minus intermediary fees, external preparation costs, legal review, and the cost of staff time. Keep taxes and the timing of cash separate so your finance lead can assess them. A commission on the contracted amount differs from a commission on money actually received; write down the basis.

Under these assumptions, Offer B leaves $3,600 more despite the lower headline price. Offer A also has an open-ended acceptance period. That does not prove B is the right deal: it shows which differences require an answer.

Now change the assumptions. If A accepts 70% of the records and its payment falls proportionally, receipts become $70,000 and the commission $14,000. With the same $22,000 of preparation, legal, and staff costs, net proceeds fall to $34,000. If A rejects everything and owes nothing, the business loses that $22,000. Neither outcome is a forecast; both expose where the contract places the risk.

3. Make acceptance and payment testable#

Ask the buyer to define an acceptable delivery before you prepare it. Useful criteria include required fields, the minimum number of usable records, permitted missing values, duplicate treatment, and the method for checking a sample. A standard such as commercially useful leaves much more room for disagreement.

Then follow one failed record through the proposed process. Does the buyer reject that record, an entire batch, or the whole delivery? Can you correct the problem? Who pays for a second export? By when must the buyer report a rejection, with what evidence? Ask counsel to turn the agreed process into enforceable wording.

For royalties, identify the reportable revenue, deductions, reporting frequency, payment deadline, and verification rights. A percentage is not a cash forecast without a defined base. If payment depends on the intermediary finding another buyer, record that as contingent revenue and ask what happens to your files while it searches.

4. Read exclusivity as a limit on future decisions#

An exclusive license can restrict later deals even when the document says you retain ownership. Identify the exact records, buyer categories, uses, territory, and period covered. Ask whether newly created records are included and whether your own internal products or services are protected by an explicit carve-out.

Request a nonexclusive alternative with the same delivery obligations. The difference in offered payment shows what this buyer will pay for the restriction. Compare that difference with opportunities you can reasonably identify, without inventing future buyers or treating speculative deals as guaranteed income.

Also inspect matching rights, first-negotiation rights, and permission requirements for future licenses. These can slow another transaction without using the word exclusive. If your business is preparing for sale or closure, ask how the agreement transfers and who remains responsible for support.

5. Ask these questions before releasing a sample#

1. Which legal entity will sign and pay? Are you the end user, an agent, or a reseller?
2. What specific task will the records support, and which fields are necessary?
3. Who can receive the sample and final delivery, including contractors and affiliates?
4. Can the sample be used for training or product development before a full agreement?
5. Where will files be stored, who can access them, and how will access be logged?
6. When does an unused or rejected sample get deleted, and what confirmation is provided?
7. What triggers payment, what can reduce it, and who bears preparation costs if talks end?
8. Can you state every fee, continuing obligation, and proposed restriction in writing?

Use the buyer questionnaire to collect written answers and record what still needs review.

The FTC’s business guidance recommends investigating service providers’ security practices, writing expectations into contracts, and verifying compliance. Apply that discipline to any provider handling your preparation work, and ask prospective buyers similarly concrete questions. An NDA alone does not answer them. FTC: Protecting Personal Information.

Start with a schema and invented examples when they can answer the buyer’s questions. Release actual records only after the rights, privacy, confidentiality, and sample-use review is complete. A promising price does not resolve those issues.

6. Write a decision your team can explain later#

Use the offer comparison worksheet to record each term, the supporting clause or email, the person checking it, and unresolved questions. Ask finance to own the arithmetic, operations to own the effort estimate, and counsel to review rights and obligations. In a smaller business, one person can coordinate all three.

Set a preparation spending limit before negotiations expand. Your decision note should state the expected net proceeds, the worst contractual payment outcome, the rights granted, and the reasons for proceeding or declining. Attach the final scope and assumptions. Read the agreement checklist before signature; commercial agreement on price is only one part of the decision.

Questions owners ask