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Home / Guides / Sell data to AI companies: how licensing your company records works

Sell data to AI companies: how licensing your company records works

You license your company data to an AI company; you do not sell it, and you keep ownership of your records. The buyer pays for a defined scope, use and term, and its own engineers extract and de-identify the records after you sign.

By Hoyt Gong, Topology Partners. Facts checked 2026-10-25. Topology Partners is an independent referral intermediary and is not affiliated with or endorsed by any buyer named on this page.

What AI companies license from a business

AI companies license the records that show how your team handles work: email, team chat, CRM history, support tickets, documents and project tools. Each buyer names the systems it takes on its own page.

RecordsTypical systemsBuyers that name them (read 2026-10-25)
Business emailGmail, OutlookScale AI, Mercor
Team chatSlack, Microsoft Teams, Google ChatScale AI, Mercor
CRM and sales historySalesforce, HubSpotScale AI, Mercor; micro1 names "CRM records"
Support ticketsZendesk, ServiceNowScale AI; micro1 names "support tickets"
Documents and SOPsGoogle Drive, SharePoint, Notion, ConfluenceScale AI, Mercor; micro1 names "SOPs" and "internal communications"
Project toolsJira, Asana, LinearScale AI; micro1 names "project histories"

Handshake AI describes what it wants as "documents, communications, and records of business processes." Turing's Project Lazarus takes records from any company "with a real operating history," including ones that have closed.

The valuable record is the whole chain: the request, what your team did and the result. A contact list on its own is not what these buyers describe. Mercor says "connecting more tools generally results in a higher payout," so list every system your team uses before the first call.

How licensing company data works, in five steps

Licensing your company data to AI buyers takes five steps, and your team spends about an hour with us before any buyer call.

  1. Answer a few questions. You tell us your headcount, years in business and the systems you use. You see an estimate right away, and nothing is uploaded.
  2. We review your company. On a 30-minute call, we look at what you have. We tell you plainly whether there is a real opportunity.
  3. Written OK. We tell you in writing which buyer fits and what it pays us. You approve it or strike it, and name your exclusions. Nothing goes to any buyer before your reply.
  4. We introduce you to the buyer that fits. We submit you through that buyer's public referral program. The buyer talks to you directly and may ask for a sample before it prices anything. Not every buyer makes an offer.
  5. Approve the offer and get paid. You sign directly with the buyer, or with none. After you sign, the buyer's engineers extract and de-identify the agreed records with your IT lead. De-identification means replacing names and anything else that points to a person. The buyer pays you on the schedule in your contract.

Topology Partners never receives, scopes, de-identifies or moves your records. Your contract is with the buyer, so start by checking which systems you could include.

What stays out of an AI data license

Passwords, API keys, payment data, health records, HR files and anything your customer contracts restrict stay out of every license.

  • Credentials. Passwords, API keys and system access you have not approved.
  • Payment data. Card numbers, bank details and payment fields.
  • Health records. Topology Partners does not introduce anyone holding patient health data.
  • HR and personnel files. Reviews, pay records and government IDs.
  • Contract-restricted records. Anything a customer or vendor contract limits you from sharing.

Scale AI says employee and customer identities, raw systems and credentials never leave your environment. micro1 says personal information is removed when relevant and data is deleted under the agreed retention terms. Ask each buyer to describe its de-identification process in writing.

You can also exclude named customers, competitors, folders or whole systems. Pass those exclusions to each buyer and write them into your contract. Your lawyer decides what your contracts allow; our checklist for counsel lists what they will check.

What you sign: scope, permitted uses, term and payment

Your license contract with the buyer sets which records it may use, for what, for how long and when you are paid.

  • Scope. The systems, folders, date ranges and record types the buyer may take, plus your exclusions.
  • Permitted uses. Training a model, fine-tuning one for a specific job, or generating synthetic examples. List the ones you allow and ban resale of your records.
  • Term and deletion. When the buyer must delete the raw records, with a deletion certificate. Models trained during the term stay trained.
  • Payment. Mercor says it pays by wire on delivery of the anonymized dataset, typically 2 to 4 weeks after signing. micro1 says it pays in full within 30 days of acceptance.

Have your lawyer read the contract before you sign, and check these four terms in any offer.

Referral attribution rules, and why we ask you not to fill in buyer forms separately

Each buyer pays one referral fee per company, so a form you fill in yourself can cancel the referral. These are the buyers' own rules, read 2026-10-25.

  • micro1 credits a referral only if your company registers through the referral link. If your company "has already registered independently," micro1 says attribution "cannot be manually or retroactively changed."
  • Scale AI says "only one referral is paid out per deal based on who successfully intros Scale to the right stakeholder." It does not pay for multiple intros to the same company.
  • Handshake AI says the referrer "must be the first to introduce the company."
  • Mercor says "the first valid referral for a company counts."

These rules decide who receives the referral fee. The buyer pays that fee separately, and nothing is deducted from your contract. Please reply to the buyer from the thread we start, and do not apply on its website as well.

If you have already applied to or spoken with a buyer, tell us. We leave that buyer out and tell you plainly whether a different buyer fits.

Company data licensing compared with consumer data apps

Licensing company data covers your business's own operating records, under a contract between your company and a named buyer. Consumer apps that pay individuals for their browsing or shopping data are a separate market. Topology Partners does not handle personal data resale. If a record is mainly about a private person rather than your team's work, it belongs on the exclusion list.

Questions owners ask

Can I sell my company's data to AI companies?

Yes, by licensing it. You grant an AI buyer the right to use a defined set of records for a fixed term and keep ownership. micro1, Scale AI, Mercor, Handshake AI and Turing's Project Lazarus all run public programs for company records.

Which records do AI companies want?

Email, team chat such as Slack and Microsoft Teams, CRM history, support tickets, documents and project tools. Scale AI, Mercor and micro1 each name these on their own pages. Records that show a request, the work and the result are the ones buyers describe wanting.

Do I have to upload anything to Topology Partners?

No. Our review is a conversation, built on your answers and a 30-minute call. Records go only from you to the buyer you sign with, under your contract with that buyer.

What should never be included?

Passwords and API keys, payment details, health records, HR files and anything your customer contracts restrict. Name any other exclusions before any introduction; they belong in your contract with the buyer.

Why should I not apply on a buyer's website myself?

You can, but the buyers' referral rules depend on who introduces you. micro1 credits a referral only if your company registers through the referral link, and Scale AI pays one referral per deal, based on who successfully introduces it to the right stakeholder. If you have already applied to a buyer, say so and that buyer is left off your list.

Is this the same as apps that pay people for their personal data?

No. This is about a company's own operating records, licensed under a business contract with a named buyer. Consumer apps pay individuals for personal browsing or shopping data, which Topology Partners does not handle.

How much of my team's time does it take?

About an hour with us, made up of a few minutes of questions and a 30-minute call. Then calls with the buyer, and work between the buyer's engineers and your IT lead after you sign.

How Topology Partners is paid

You never pay us. The buyer you sign with pays us a referral fee, and you see it in writing before any introduction. Full disclosure

See what your records are worth

Answer five questions and see a free estimate in a minute. Nothing to upload, nothing to pay. If you want, we then review your company and tell you plainly if there is a real opportunity.

See what my records are worth →

Related guides

  • How much is my company data worth to AI buyers?
  • AI data buyer referral fees compared: who pays to introduce you
  • For counsel: AI data licensing checklist
  • All guides

Sources

  • micro1, Data partnerships page, read 2026-10-25
  • micro1, Company referral page (attribution FAQ), read 2026-10-25
  • Scale AI, Data partnership page (data sources and referral FAQ), read 2026-10-25
  • Mercor, Data page, read 2026-10-25
  • Mercor, Refer a company page, read 2026-10-25
  • Handshake AI, Data partnerships page and FAQ, read 2026-10-25
  • Turing, Project Lazarus page, read 2026-10-25
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© 2026 Topology Partners, c/o Harvard Innovation Labs, 125 Western Ave, Allston, MA 02163. Independent referral intermediary; not affiliated with or endorsed by any buyer named on this site. Product names and logos are trademarks of their owners; no endorsement implied.