It is a reasonable question, and it is usually the first one an owner asks. The approach often deserves the suspicion. A cold email lands in your inbox offering a suspiciously round number for your company's records. The sender is vague about who they are. There is a deadline in it somewhere. If you have spent any time deleting phishing attempts, your instincts are already up — and they should be.
So here is the honest answer up front. The market is real: AI labs genuinely license companies' operational records to train their models, and established companies are licensing archives for $250K and well up into seven figures. And parts of this market are exactly as sloppy as you feared. Both things are true at the same time. The skill an owner needs is not deciding whether the market exists. It is telling which kind of approach is sitting in their inbox.
Start with the fishing emails, because there are plenty of them. A two-person consultancy recently posted about receiving an offer of $463,000 for its "operational workflow data" — from a sender whose domain traced back to a bulk outbound prospecting firm. The greeting was pulled from a profile page. Nobody had looked at the company. Offers like that are spray, not valuation: a big number chosen to start a conversation, sent to thousands of inboxes.
Then there are the absurd ranges. Owners have been quoted "$100,000 to $4 million" in a single email. A range that wide is not a valuation; it is a shrug. Nobody who has actually assessed an archive talks that way, because a real assessment starts with counts — how many people work at desks, how many systems hold the records, how many years they cover. A sender who skips all of that and goes straight to a number is guessing, and hoping the guess is big enough to make you call back.
And there is the urgency trick: exploding offers, bonuses for moving fast, a close date days away. In the public conversation about this market, urgency is the single most reliable tell. The one solicitation that drew a genuinely hostile pile-up of comments from HR and legal professionals combined a big number with a deadline — aimed, remarkably, at HR files: performance plans, disciplinary records, payroll. Money plus hurry plus sensitive data reads as predatory because, frankly, it is.
A real process behaves differently at every step, and the differences are checkable.
It starts with a conversation and an inventory, not a number. The documented flow in this market runs: an introductory call; a services agreement; then a 60-to-90-minute intake where your team shares counts and sizes only — which systems hold records, how much is in them, how far back they go. Nobody sees records at this stage. Nobody gets a login to anything. Only after that inventory does a written offer exist, because only then is there anything real to price.
The scope is yours. You name the systems and the years. Anything you do not name does not move. If a category is off the table — and some categories should be — it stays off, in writing, before anything is prepared.
The copy is cleaned before a buyer sees it. Names, emails, and phone numbers are replaced with placeholders — Person 01, Person 02. Dates are generalized. Card and bank numbers come out. Anything relating to minors comes out. The only process that ever sees the raw copy is the cleaning process itself. And before you sign, you can review a cleaned sample with your own eyes and see exactly what a buyer would receive.
The license is a document, not a handshake. You sign it directly with the AI data partner. It lists exactly which systems and which years are included. Your team's own export produces the copies over 5 to 10 business days, with help available; after roughly a 30-day review, you are paid. A typical timeline from signing to money is 90 to 120 days — a company that is cooperative and moves fast can do it in 60 to 90, and as the processes continue to improve, that faster end keeps getting closer. Anyone promising you a check in a week is describing a different process than this one.
Two more facts that separate the real version from the junk: your business never pays anything, at any point — and the people who introduce you to the program never touch or access your data. We don't. That is structural, not a courtesy.
Whatever lands in your inbox, run it through these questions:
An approach that passes all seven is worth a conversation. An approach that fails two or three is not a risk you need to take, because the market will still be there next month — conducted properly, by people who will put it in writing.
QualifyData connects companies with a licensing program that 15 AI labs take part in. Our job is the front end: finding the fit and making the introduction. The process behind it runs the way this article describes, because that is the only way it should run.
If you want to know what your archive is worth before you talk to anybody, start there. The estimator takes about two minutes and needs no email to show your range: qualifydata.com/estimator.html
No cost. No commitment. No logins, no records handed over — just a few questions about the size of your archive.
We never touch or access your data. Not during the intake, not during the export, not ever. Your records go straight from your systems to the AI company you sign with — we are never in that chain.
And your business never pays anything.
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