What is an AI data intermediary?
An AI data intermediary is a company that connects organizations holding proprietary data with AI developers and manages the licensing process: sourcing, rights review, contracting, delivery and payment. Unlike a broker that resells collected data, the data owner keeps ownership and licenses its records.
What does an AI data intermediary do?
An AI data intermediary is a company that sits between organizations holding proprietary data and the AI developers that want to license it, and manages the transaction from sourcing and rights review to contracting, delivery and payment. The data owner keeps ownership; the intermediary arranges a license, not a sale.
SourceX describes itself as the enterprise data transaction layer for AI. It does not train AI models, and it does not name its buyers; they are AI labs, model developers, and training and evaluation partners.
How the work flows end to end
- Sourcing. The intermediary finds established companies with the right records, often through introductions from partners.
- Qualification. It checks size, history, breadth of systems and rights.
- Inventory. The company lists each system, years of history and what can be exported.
- Pricing and terms. One all-in price and the licensing terms are agreed with the company before buyers review.
- Buyer review. AI labs and data buyers review the opportunity. Once a company is deal-ready, buyers typically respond within about two weeks.
- Contracting, delivery and payment. After an executed agreement and the company's authorization, data is prepared and delivered under agreed redaction rules, and the company is paid, typically within about 60 days of invoicing once the buyer selects the data.
The company is the party that decides. Nothing is binding until it agrees price and terms and signs.
Intermediary vs broker vs other terms
| Term | What it does | Who holds the data | Main difference |
|---|---|---|---|
| Data intermediary | Manages licensing between owner and buyer | The owner keeps it and licenses it | Process, rights review and contracting |
| Data broker | Often aggregates and resells datasets | The broker, after collecting it | Resale of collected data |
| Data marketplace | Lists datasets for buyers to browse | Varies by listing | Catalog and discovery |
| Labeling vendor | Annotates data for a fee | The client | Paid annotation service, not a license of existing records |
| Referral partner | Introduces a company | Never handles data | Introduction only |
The labeling distinction is covered in data labeling vs data licensing, and the practical difference between licensing and sharing is in data licensing vs data sharing.
Illustrative: a buyer does not call 400 companies
Illustrative and fictional. An AI lab wants records of multi-step B2B support work. Contacting hundreds of mid-size companies one by one, each with its own legal team, is slow. An intermediary that has already qualified companies, reviewed rights and standardized the inventory gives the buyer a reviewable opportunity and gives the company a single point of contact for terms and delivery.
Why this matters for companies licensing data
A company usually lacks three things: knowledge of which buyers want its records, a rights review process and a way to deliver safely. An intermediary supplies those, so the owner makes decisions rather than running a project. Rights review is a core step; see chain of title for AI training data for what it checks.
The company receives one all-in price, SourceX's fee included, and no separate charges, with a one-time payment.
Why this matters for referral partners
You do not need to be an intermediary or a data expert to refer. You introduce a company and give basic fit information; you never export, upload or describe confidential records. The guide to enterprise data licensing deals shows how deals run beyond the headlines, and why AI needs so much data explains the demand. For the buyer side, see what is a data buyer. If an owner doubts the model, send them to AI data licensing myths vs facts.
Partners earn 25% of the eligible platform fees SourceX actually collects from the referred company's licensing deals, capped at $100,000 per referred company. The reward is paid only after the buyer pays and SourceX receives its fee; an introduction, meeting or signed agreement alone does not trigger payment, and no reward is guaranteed. The reward is a share of SourceX's fee and is never deducted from what the company receives.
What an intermediary is not
- It is not a model developer and does not train AI.
- It does not take ownership of the company's data.
- It does not host multi-TB datasets; large deliveries stay in the seller's own storage or ship on encrypted drives.
- It does not promise a deal or a price.
Next step
Know a US company with 50+ full-time employees at peak (contractors excluded) and years of records? Register as a partner, or have the owner try the company fit checker. The how it works page covers each stage.
- Step 1Share your linkSend your personal link to a company you know.
- Step 2Company appliesThe company applies itself at /apply.
- Step 3Buyer selects and paysThe buyer selects and pays for the data and SourceX receives its fee.
- Step 4You get your rewardYour share of SourceX fees becomes payable.
Common questions
Is an AI data intermediary the same as a data broker?
No. A data broker often collects and resells datasets. A licensing intermediary arranges a license from a company that keeps ownership of its own records, and manages qualification, rights review, contracting, delivery and payment. The data stays the company's asset.
Does the intermediary buy my data?
No. The company licenses it, and keeps ownership. The license is typically exclusive for AI training for an agreed term, with a one-time payment. Nothing is binding until the company agrees price and terms and signs the agreement.
Who pays the intermediary?
The company receives one all-in price with the intermediary's fee included and no separate charges. Referral partner rewards come out of SourceX's collected fee, not from the company's proceeds, and are paid only after SourceX receives payment from the buyer.
Do I need an intermediary to license data?
No page here says a company must use one; it can try to negotiate directly with an AI developer. An intermediary helps when the company lacks buyer access, a rights review process or delivery capacity. The owner should weigh that against the time and risk of doing it alone.
Can an intermediary guarantee a sale?
No. Qualification, buyer review and agreement of terms all have to succeed, and a company may choose not to proceed. Buyer interest is not promised, and neither are rewards for partners.
Related pages
- Data labeling vs data licensing: which one earns a company money?
- Data licensing vs data sharing: what's the difference for AI?
- Enterprise AI data licensing deals: what advisors should know beyond the headlines
- How SourceX US company data referrals work
- What is an AI data buyer?
- What is chain of title for AI training data?
Free resources
- Earnout scenario calculator — Probability-weighted earnout value and its present value.
- Profit margin calculator — Profit and margin across three scenarios.
- Client opportunity brief generator — An editable intro email, summary and checklist.
- All free tools · MCP resource center
By SourceX Partnerships Team · Published 2026-10-09 · Updated 2026-10-09
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