What is an AI data broker?
November 10, 2026 · 6 min read
An AI data broker helps a company license records of its real work, such as email, team chat, support tickets and project histories, to AI labs that train and test models. The broker values the data, has identifying details removed, finds the buyer and negotiates the licence. The company keeps ownership and is paid for each licence.
Not the data broker you’ve heard about
“Data broker” usually means a company that collects personal information about consumers and resells it for marketing or people search. An AI data broker works the other way round:
| Consumer data broker | AI data broker | |
|---|---|---|
| Whose data | Information about people, gathered from public records, apps and purchases | A company’s own work records, licensed with its written approval |
| Who buys | Marketers, lenders, people-search sites | AI labs and companies building AI agents and evaluations |
| Personal details | The product itself | Removed or replaced before any buyer sees a record |
| Who gets paid | The broker | The company that owns the data, and the broker for arranging it |
Why AI labs need brokers
Labs have already trained on the public web. To build agents that can do real jobs, they need records of how work actually gets done: a ticket through to its resolution, a deal from first contact to close, a project from brief to delivery. Those records sit inside thousands of private companies, and few of them know a market exists. Brokers find the companies, check the data qualifies and turn it into something a lab can license safely.
How a deal runs
- Estimate. A quick range based on headcount, years of history and the systems in use. Try ours.
- Check. A short review of what the company holds, who owns it and whether any contract blocks the use, usually under an NDA.
- De-identify. Names, customers, accounts and secrets are removed or replaced with consistent stand-ins, so the workflow survives without the people in it. How that works.
- License. The company approves each buyer and each release in writing. The buyer gets agreed uses for an agreed period and can’t resell the data or try to identify anyone in it.
- Get paid. The company is paid when the lab pays, and can license the same data again unless it agreed to exclusivity.
How AI data brokers are paid
Most take a share of each licence fee rather than charging the company up front. Anyone who introduced the company is usually paid a referral commission out of the broker’s share. At 6/8 Labs there is nothing to pay up front, referrers earn 8.5% of the deal or 12% of what the company is paid, whichever is higher, up to $100K, and that commission never reduces the company’s price. See how brokers compare.
Seven questions to ask any AI data broker
- Who sees our raw records, and when are they deleted?
- How are names and identifying details removed, and can we check the result before release?
- Do we approve every buyer and every release in writing?
- What share of each licence do we receive, and when are we paid?
- Is the licence exclusive? If so, for how long, and what happens if no buyer signs?
- What can the buyer do with the data, and what is it forbidden to do?
- Do we keep ownership of the data, and can we license it again later?
Questions
What is an AI brokerage?
A firm that sits between companies that hold useful records and the AI labs that want to license them. It values the data, gets it de-identified, finds the buyer, negotiates the licence and collects payment. The company keeps ownership of its data.
Is an AI data broker the same as a people-search data broker?
No. People-search and marketing data brokers collect personal information about consumers and resell it. An AI data broker licenses a company's own operational records, with names and identifying details removed before any buyer sees them.
How much do AI data brokers get paid?
Usually a share of the licence fee, agreed in writing before anything is signed. Referrers who introduce a company are paid separately; at 6/8 Labs that is 8.5% of the deal or 12% of what the company is paid, whichever is higher, up to $100K, on top of the company’s price.
Is it legal to sell company data to AI companies?
Yes, when the company owns the data, no contract blocks the use, and personal information is handled under the privacy laws that apply. That is why a careful broker checks rights and de-identifies records before a buyer sees them.
Do I need a broker, or can I sell directly to an AI lab?
Large labs rarely buy from individual companies directly, and when they do, the company has to handle pricing, de-identification and a long licence on its own. A broker brings buyers, a de-identification process and standard terms.
How long does a deal take?
From first estimate to a signed licence usually takes weeks, not days. At 6/8 Labs the company is paid in as little as 7 days after a lab licenses the data and within 60 days at most.
See what your company’s records are worth
Move two sliders and pick your systems. The range updates as you go, and nothing is saved.