Short answer
An AI data broker typically acquires data and supplies it onward, so it sits on the buying side of your deal. A seller-side data licensing consultant represents the company that holds the data, is paid by the seller and never takes the data. The practical test is who the intermediary works for and how it is paid.
A company that wants to be paid for its data will meet several kinds of intermediary, and the labels are used loosely. "AI data broker" in a news headline, "data broker" in a privacy statute and "consultant" on a website describe different things. This guide sorts them out, so you know who is across the table and who is on your side of it.
Key takeaways
- The useful question about any intermediary is: who do you work for, and how are you paid?
- Firms the press calls AI data brokers usually buy data from companies and supply it to AI labs. They are your counterparty.
- A seller-side consultant represents the company that holds the data and does not buy or hold it.
- "Data broker" also has a legal meaning in privacy law that is narrower than the everyday one.
- Ask every intermediary about conflicts of interest, including fees received from the other side.
Three kinds of intermediary
| AI data broker or supplier | Marketplace | Seller-side consultant | |
|---|---|---|---|
| Role in your deal | Buys or licenses your data, then supplies AI labs | Lists data from many sellers for buyers to browse | Represents you in finding and negotiating a deal |
| Works for | Itself and its downstream customers | Both sides of the platform | The seller |
| How it earns | The spread between what it pays you and what it earns | Listing or transaction fees | A fee from the seller, typically on success |
| Handles your data | Yes | Often | No |
| Who you sign the license with | The broker | The buyer, through the platform | The buyer |
What "AI data broker" means in the market
In 2026 reporting, AI data brokers, sometimes called data labs or data suppliers, are firms that find operating businesses with useful archives, license the records, de-identify and package them, and supply the result to AI labs for training models and agents. Some buy as principal, which means they are the buyer in your contract.
That makes a broker of this kind a legitimate and often necessary part of the market. A company may license to a lab or to a supplier; the route depends on the buyer and dataset. See who buys data for AI training.
It also means the broker's interests are not yours. It earns more when it pays less for your data and when its license from you is broader. That is ordinary commerce, and it is worth being clear-eyed about.
What "data broker" means in privacy law
Privacy statutes use the term more narrowly. Under California law, a data broker is a business that knowingly collects and sells to third parties the personal information of consumers with whom it has no direct relationship. Such businesses must register with the California Privacy Protection Agency every year. Under California's Delete Act, residents have been able since January 1, 2026 to send one deletion request to all registered brokers. A few other states have their own registration laws.
Two things follow.
The legal term is about personal information. A firm dealing in properly de-identified operational records may fall outside it, depending on the facts.
Your own company is not usually a data broker for licensing its own records. The statutory definition targets businesses that trade in information about people they have no direct relationship with. Whether a specific arrangement triggers registration or "sale" duties is a question for your attorney. See whether it is legal to sell company data to AI companies.
What a seller-side consultant does
A seller-side consultant represents the company that holds the data. The work has three parts.
- Qualifying. Checking the company and its data against what buyers require.
- Finding buyers. Matching the company with buyers looking for what it has, and bringing back their offers.
- Working through closing. Staying with the process until the license is signed and payment is made.
The consultant does not buy the data and does not hold it. The license is signed between the company and the buyer.
Why the distinction matters
Price. A buyer wants to pay less. A representative paid a percentage of what you receive earns more when you do.
Terms. Exclusivity, permitted use and de-identification matter as much as price. An adviser on your side reads those terms for your benefit. See key terms in an AI data licensing agreement.
Comparison. One buyer gives you one quote. Valuations in this market vary widely between buyers, so comparison is where much of the value is found. See how much company data is worth.
Data handling. Every party that touches raw data is a risk. An intermediary that never receives it adds none.
Questions to ask any intermediary
- Who do you work for in this deal: me, the buyer or yourself?
- Do you buy the data, or do I sign with someone else?
- How are you paid, and by whom?
- Do you receive anything from the other side?
- Will you ever receive or store my raw data?
- Is our arrangement exclusive, and for how long?
- Can I decline any deal you bring?
Where DataRelai sits
DataRelai is a consultant for companies that license their data to AI buyers. It is not a marketplace, not a buyer and not a data custodian.
- Who we work for. We work for the seller as your consultant, never the buyer.
- What we do. We qualify your data, reach out to data buyers and brokers, and work with the buyer through closing.
- How we are paid. A 10% success fee paid by the seller, only when a deal closes and you've been paid. $0 upfront. We may also receive a referral fee from a buyer.
- Your data. We never take or handle your raw data. There are no uploads and no access to your systems.
- Your decision. You approve every deal.
We state the referral fee plainly because it is the kind of thing question 4 above is meant to surface. Ask it of everyone.
Do you need an intermediary at all?
Not necessarily. You can respond to a buyer's program directly. Going direct can work if you have one buyer you trust, in-house legal support and time to run the process.
Representation tends to help when you want several offers to compare, when the contract is unfamiliar, or when no one inside the company has time to manage it. Either way, have your own attorney review the license. For the full process, see how to sell your company's data to AI companies, or see if your company qualifies.
Frequently asked questions
Is DataRelai a data broker?
No. DataRelai is a seller-side consultant. It does not buy, hold or resell data. It represents the company that holds the data and is paid a success fee by the seller.
Are AI data brokers legitimate?
Many are established businesses, and they are how most AI labs source business data. They are also counterparties with their own interests. Vet them and compare offers.
What does a data licensing consultant charge?
Fees vary by firm. DataRelai charges a 10% success fee, only when a deal closes and the seller has been paid, with $0 upfront.
Can a broker buy my data and resell it for more?
A firm that licenses your data as principal earns the difference between what it pays you and what it earns from supplying the data. What it may do is limited by the license you sign.
Sources
This guide is general information, not legal, tax or financial advice. Whether a particular dataset can be licensed depends on what it contains and on obligations your company already has.