Data Supplier Program
Supplier programs exist across the data industry. What they actually are, what to check before joining one, and how our own supplier onboarding works — no portal, no registry.
What a supplier program usually is
In the data industry, a supplier program is a vendor onboarding pipeline. A company that sells data or data services builds a bench of producers it can call when orders arrive, and the program is the process for getting onto that bench. The honest description of what it gives you is a chance at future work, not work itself.
That is not a criticism — a bench is a real asset to both sides. It becomes a problem only when the framing suggests that joining produces income. It does not. Data is bought against a specification, with a defined volume, format, quality bar, and date, so a place on a bench converts to revenue only when a live requirement matches your capability and you deliver against it. And payment follows acceptance: the buyer's QA decides whether a batch is paid, on criteria set before production, not after.
What to check before joining one
Supplier programs differ enormously in how they treat the people on the bench. These are the clauses that decide whether a program is a partnership or a trap.
- Rights assignment — does the program take ownership of your data, or a license, or nothing until a sale? Ownership transfers are the ones to read twice.
- Exclusivity — are you locked out of selling the same capability elsewhere? Some programs require it; most good ones do not.
- Unpaid sample requirements — producing a free dataset "for evaluation" with no buyer attached is work without a customer. A paid or project-attached pilot is a different thing entirely.
- Payment-on-resale models — if the program pays you only when it sells your data, you are carrying the inventory risk. Price accordingly or decline.
- The consent chain — who holds it, who can show it, and what happens to it if the program ends. If you cannot answer that, the buyer's legal review will not either, and an undocumented chain is the most common reason suppliers are turned away in this market.
How our supplier process works
We do not run a registration portal, because we do not hold inventory and we do not buy on speculation. Suppliers are onboarded against live requirements: when a specification exists that your capability matches, we bring it to you as a project with a buyer, a quality bar, and a payment structure attached. If nothing matches today, your capability goes on file and we say so plainly rather than implying work is coming.
The first message that works is short and factual: languages and dialects you can produce, recording conditions, annotation depth, monthly capacity in hours, and where you are located. Vague introductions stall because there is nothing to match against a requirement. Put that statement in a sourcing request — the form has a custom data collection option for exactly this — and it goes on file until a matching requirement appears.
The same honesty applies to what we will not ask for. We do not ask for exclusive lock-in, we do not ask you to assign your data to us, and we do not ask anyone to produce without a defined buyer and a documented consent chain. The declined categories are fixed too: recorded telephone calls, medical or clinical data, and scraped personal data have no path through us, so a capability built on any of those is better taken elsewhere.
What no program can offer you
No supplier program, ours or anyone else's, can give you a route into a major lab through a public submission. OpenAI, Google, and Anthropic do not run upload-and-get-paid portals for third-party data; supply reaches them through data teams, licensing deals, and vendors. Any program that promises a submission channel for a fee is describing something that does not exist.
What a legitimate program can offer is narrower and more useful: a matching function against real specifications, a quality standard that makes your output acceptable when the match happens, and repeat work when you deliver. That is the whole value, and it is enough for suppliers who can produce.
Questions we get asked
Is there a fee to join your supplier list?
No. We do not charge suppliers to be considered, and we would be cautious of any program that does. Our revenue comes from the buyer side of a transaction, not from suppliers.
Will I be told when something matches?
Yes, when a live requirement matches the capability you described. If nothing has matched, we say that rather than sending updates with no substance.
Can individuals join, or only companies?
Capability is what matters. Individuals with rare language access are useful, but most projects require contracts, invoices, and a consent chain, so individual suppliers often partner with a studio or work through one for the paperwork.
Keep reading
-
AI Data Brokerage
A data broker sits between the people who need training data and the people who can produce it. We source to order — no inventory, no license resale, no recycled datasets.
-
AI Training Data Providers
What to check before you sign with a training data provider — and how we compare on each point.
-
AI Training Data Marketplace
Marketplaces sell what already exists. We source what you actually need. Here is when each model makes sense.
-
Full data catalog
36 data categories across 120 languages, and how to specify each one.
Submit a sourcing request
Tell us the language, the hours, and what the data needs to look like. You will get a real number and a real timeline — not a range. If we cannot source it well, we will tell you that instead.
- Pilot batch before the full run, so problems surface early.
- Consent documentation delivered with the data.
- No medical or clinical data. No recorded telephone calls.