Seller intent

How to license company data to AI

Last updated October 27, 2026/Seller intent

How to license company data to AI is a sequence, not a single form. You describe the business, we help judge whether the history is even a candidate, a profile is written so a buyer can read facts without receiving files, and only then does anyone talk about scope. You can leave at every one of those points. Leaving is a successful use of the process when the fit is weak.

The sequence below uses the same eight names the rest of the site uses: Discover, Quantify, Qualify, Package, Match, Negotiate, Prepare, and Close. The eight steps from a check to a possible license is the short tour. This page is the longer owner version: what you are asked to know, what you are not asked to hand over, and what each name is forbidden to mean.

A license is permission for a defined use. It is not a transfer of the company. That distinction is the whole of what AI data licensing means for a company. People who arrived by searching for a sale can start from how a company explores selling business data for training and then come back here for the order of operations. Your company's data could be worth up to $5M+. The steps do not assume you will land near that ceiling. An estimate, when one is given, is not an offer.

Why the order of the steps matters to a buyer

A buyer who is shown raw mail or a raw CRM on day one has nothing responsible to do with it. The useful first artifact is a description: which systems, which years, which kinds of work, which constraints. Teams that train or test models can decide from that description whether a deeper look is even relevant. Skipping to an export wastes your time and creates a privacy problem you did not need.

The order also protects you. Qualification before packaging means we do not build a polished profile for a business that is clearly out of range. Negotiation before preparation means files are not cleaned and staged for a deal you have not accepted. Close is last because payment language, if a deal exists, follows the scope you approved rather than a slogan on a marketing page.

What each step is allowed to accomplish

Read these as gates. A gate can open onto the next gate. It can also end the walk.

1. Discover. You and we look for where the work already lives: mail, documents, tickets, a CRM, a dispatch tool, a code host, a finance system. The goal is a map, not a download.
2. Quantify. Rough size, years of history, and how many systems are involved. Rough is allowed. A false precise count is not more valuable than an honest range.
3. Qualify. History, likely rights, usefulness, and whether the company is in range. Established companies, often about 50 or more employees, are the intended marketplace. The free check itself is broader.
4. Package. Answers are written into a Data Partnership Profile. The profile is what a buyer can review. It is not the archive.
5. Match. The profile is compared with needs buyers have actually described. No match is a result. We do not fill the gap with an invented buyer.
6. Negotiate. If interest exists, scope, limits, and price are put in front of you. You can change the scope or decline.
7. Prepare. Only the approved slice is made ready. Personal details are removed or restricted as part of that preparation. How records are limited before a buyer can study them is the security write-up.
8. Close. The transaction finishes on the terms you accepted. If you never accepted terms, there is nothing to close.

What you need in hand before step one

• A working knowledge of which systems the company actually uses. A perfect inventory can wait.
• Authority to explore, or a plan to get it. A curious employee is not the same as an owner who can approve a license.
• Patience for a no. The process is designed so a no can arrive before any file moves.

What breaks the sequence if you rush it

Owners sometimes want to jump from curiosity to a signed number. The jumps that cause trouble are predictable.

• Sending a full export during Discover. That skips the profile, mixes in personal details, and does not speed up a match.
• Treating Qualify as a promise. Passing a screen means the business is worth a closer look. It does not set a price.
• Editing the profile to sound larger than the systems. Buyers who later see the approved slice will notice, and the review will stop.
• Assuming Prepare is automatic once a profile exists. Preparation waits for your approval of a specific scope.
• Asking the process to answer a legal question it cannot answer. Contracts, privacy duties, and sector rules are outside a checklist. Talk to counsel when the right to license is the actual issue.

How we run the steps without taking the owner's seat

Staff at Big Data/Little Guy can draft the profile, compare it with demand, and coordinate a conversation. We cannot approve the license for you. The owner, or someone the owner names, is the person who says yes. Until that yes, the archive stays where it is.

The free check is the ordinary front door. It takes a couple of minutes and does not connect your tools. Many companies stop after the estimate, and that is a complete visit. Companies that continue still do not owe a file at the next screen.

We also do not quote a fee to the seller as the price of admission, and we do not describe the marketplace as a place that buys your data outright. If a commercial term needs to be in a contract, it will be in that contract, where you can read it, not buried as a surprise in a guide.