QualifyDataYes — a real estate brokerage's records can be licensed to AI companies, and a brokerage is one of the most CRM-heavy businesses there is: years of transaction files, lead history and client communication, all written down in your systems.
AI developers pay to see how real work moved through a real business. A brokerage runs on written records — every listing, every lead worked for months, every transaction from contract to closing. Buyers license a cleaned copy of records like yours, with names and identifiers taken out. You keep your originals, and your day-to-day work does not change.
QualifyData is a broker. We put your archive in front of 15 AI companies, they bid, and we submit the best offer to you in writing. You go through the process one time, not once per buyer.
Five minutes. See if your archive qualifies.No cost. No commitment. No logins, no records handed over — just a few questions about the size of your archive.
A brokerage's archive is deep because the work runs through systems. These are the records brokerages commonly keep:
What matters most is how many sources a brokerage has and what kind of records they hold. Years of deals across a CRM, transaction files, communication and accounting is a deep archive — depth is what buyers are pricing.
Five minutes. See if your archive qualifies.It is the right question to ask in this industry, and we will answer it the honest way: a brokerage can only license what the brokerage owns. Its own transaction files, the records in its own CRM, its office and accounting records — those are the brokerage's, the archive here.
In many brokerages, agents also build books of their own — contacts and relationships they brought with them or developed under their own names. Depending on the agreements in place, some of that material may belong to the agent rather than the brokerage. Agent-owned material is the agent's. It is not ours to offer, and it is not part of a brokerage license.
Where the line falls in your brokerage is not a call we make. Your own counsel confirms what the brokerage owns before anything is included — before a license is signed, not after.
It is handled before any AI developer sees anything, and you control what goes in the first place:
One thing we will say plainly: this page is information, not legal advice. Whether a given set of files can be licensed is a call for your own counsel. Your attorney is welcome on the intro call and reviews every agreement before you sign it.
Real estate follows the general bar for the program. The shape of it:
| Years the brokerage has been operating | 3 or more |
| People working at desks (broker, office/admin staff, agents on the brokerage's systems) | 20 or more |
| Software systems the work runs through | 5 or more is strong |
| Location | US or Canada |
Published fit criteria for the program, checked November 2026. The AI companies make the final call on fit — the five-minute check is where that call starts.
What counts is the team whose work runs through the brokerage's systems — office staff, the broker team, and agents whose deals live in the CRM and the transaction files.
A closed brokerage is measured as it was at its peak — the desk staff it had in its final stretch, the years of transaction files and CRM history it built, the systems it ran on. If the records still exist and you hold authority over them, they can still be licensed. One real deadline: records in accounts that get cancelled or lapse can go with the accounts, so the order is license first, cancel after.
A merged brokerage raises one extra question: which records came with the merger, and who holds authority over them now. Your counsel confirms that before anything is included — the same ownership check described above. The full picture is on our page for closed companies.
Read the closed-companies page →Some brokerages are too small or too thin on paper for buyers to work with, and we would rather say so here:
Close to the line? The five-minute check is still the fastest way to find out — the buyers make the final call, not us.
We walk through how your brokerage's work moves through its systems and answer your questions. No data, no logins.
A client services agreement lets us represent your brokerage. It does not commit you to a deal, and your attorney can review it.
60 to 90 minutes covering counts and sizes only — system by system, how far back, how much. No records shared, no logins given.
Your archive summary — with no actual records in it — goes to 15 AI companies. They bid, and we submit the best offer to you in writing.
You and your attorney review the terms, and your brokerage signs directly with the AI company behind that offer.
Your team exports copies, typically 5 to 10 business days, and the buyer reviews the export over about 30 days. The AI company then pays your brokerage directly — typically 90 to 120 days from signing to payment. Timelines are typical, not promised.
It depends on how many sources the work ran through, how many people worked at desks, and how many years of records you have. Case studies from AI labs run from $150K to $550K, and higher for large archives. Your brokerage's number only exists as a written offer after the intake call — the estimator gives you the rough range first.
Only what the brokerage owns is included. The brokerage's own transaction files, CRM records and office records are the brokerage's. Material that belongs to an individual agent is the agent's, and it stays out. Your counsel confirms where that line falls in your brokerage before anything is included.
Yes — CRM history is part of the archive, including the leads who never bought. Years of follow-up and nurture records show how the work actually moved, and that is what buyers are licensing.
It is the normal situation for this industry, and the process is built for it: you pick which systems and years go, identifiers are replaced with labels before any AI developer sees a line, card and bank numbers are left out entirely, and you can review a cleaned sample first. Whether a given set of files can be licensed is a decision for your own attorney — we don't advise on that call.
Yes, if the records still exist and you hold authority over them. A closed brokerage is sized as it was at its peak — its desk staff, its years of files, its systems. Merger records need the same authority check, which your counsel confirms. Our closed-companies page covers the details.
Nothing, at any step. Your business never pays anything.
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. Your business never pays anything.