Buyer · AI data company

Scale AI: what they pay for company data

Short answer

Scale AI runs a data partnership program that turns companies' de-identified records from chat, email, documents, ticketing, CRM and data warehouses into AI training data. It publishes an illustrative value of $10K to $1M+ per partnership, scaling with how often data is delivered, and says it prefers companies with 40+ employees. Scale does not publish payment timing; it describes the program as ongoing partnerships with the opportunity for recurring revenue.

WebsiteData program page
Payment
Not published
Speed
Not published
Minimum
40+ employees preferred, assessed case by case1
Fees to you
Not published
Referral reward
Up to $50,000, paid only if a partnership is signed1
Kind
Buyer · AI data company

What does Scale AI buy?

  • Slack, Microsoft Teams and Google Chat history
  • Gmail, Outlook and calendar records
  • Docs, slides, spreadsheets, Drive and SharePoint files
  • Jira, Confluence, Asana, Notion and Linear records
  • Salesforce, HubSpot, Workday, ServiceNow, SAP and Zendesk records
  • Data warehouse tables (BigQuery, Snowflake, Databricks)

How it works

As Scale AI describes it on its own pages.

  1. Apply to partner or book a scoping call.
  2. Bring one workflow: Scale scopes its value and agrees governance.
  3. Scale anonymizes data inside your environment before extraction.
  4. You sign off on each data package before it is shared.

What we know about Scale AI

Each fact links to its source below.

  • Scale labels $10K to $1M+ as the illustrative value per data partnership, scaling with how often data is delivered.1
  • Scale's referral bonus of up to $50,000 is paid only if Scale signs a partnership agreement, and only one referral is paid per deal.1
  • Scale says it anonymizes data inside the company's environment before extraction, and that employee and customer identities, raw systems and credentials never leave.1
  • Scale offers per-package approval gates, a full audit trail, encryption in transit and at rest, and options to process data on your own servers or private cloud (on-prem and VPC).1
  • Partnerships can begin with a very limited scope, and Scale says they are designed so there is opportunity for recurring revenue.1
  • Industries of interest include software, MSPs, marketing agencies, financial services, insurance brokerage, law firms, manufacturing, energy, freight and 3PL, field services (HVAC, plumbing, electrical), property management, staffing and hospitality.1
  • A Scale job posting dated October 28, 2026 for a Data Acquisition Lead says the role will find the companies that hold operating data and define the first version of how these transactions get priced.2

Is it a good fit?

Good fit

  • Companies with 40+ employees and years of records in their working tools.
  • Teams that want to start small with one workflow and grow into a recurring arrangement.
  • Companies that need data de-identified inside their own environment, or processed on their own servers or private cloud.

Worth checking

  • The $10K to $1M+ figure is labeled illustrative and depends on delivery cadence. Ask for a written figure for your scope.
  • Scale does not publish payment timing. Ask when and how payment is made for each package.
  • Scale wants a clear internal owner who can approve packages and keep reviews moving, so plan for ongoing staff time.
Questions owners ask

Scale AI FAQ

How much does Scale AI pay for company data?

Scale publishes an illustrative value of $10K to $1M+ per data partnership, scaling with how often data is delivered (program page, checked October 2026). It does not publish fixed prices.

Who qualifies for Scale AI's data partnership program?

Scale says 40+ employees is its preferred starting point, assessed case by case, with years of records in real operating tools and specialized domain knowledge.

Does Scale AI pay for referrals?

Yes. Scale offers up to a $50,000 bonus for a referral, paid only if Scale signs a partnership agreement with the company.

How long does Scale AI take to pay?

Scale does not publish payment timing on its program page (checked October 2026). Ask during scoping.

Alternatives to Scale AI

Other companies that pay for, broker or resell the same kinds of records. Sorted by name.

BuyerThat's usData LicensorsLicenses de-identified copies of company records from owners and licenses them to AI labs for training and testing.Price not publishedAbout Data LicensorsBuyerMercorAI data company that licenses workflow data from businesses, packages it and licenses it to frontier AI labs.$20K to $1.5MAbout MercorBuyermicro1AI data company that licenses operating records from established companies to train and evaluate AI models.$100K to $2M+About micro1BuyerSuperAnnotateAI data platform that prepares companies' operating records and licenses them to frontier AI labs the company approves.$100K to $1M+About SuperAnnotate

Comparisons with Scale AI

Side-by-side tables of price, payment, fees and terms, with a short verdict.

Guides that mention Scale AI

Guides for owners that cite Scale AI's terms or prices.

Sources

Numbers in the text link here. See every player in the buyer index and reported deals in the deal ledger.

  1. Data PartnershipsScale AI · Publish date not shown · Accessed 29 Oct 2026
  2. Data Acquisition Lead, Frontier EnvironmentsIndex Ventures job board (Scale AI posting) · Published 28 Oct 2026 · Accessed 29 Oct 2026

Data Licensors, the company that publishes this page, also licenses company records. This page is written from public sources and was checked on 29 Oct 2026. Something wrong or out of date? Email hello@datalicensors.com and we will correct it.

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