We design the partnership around you
Not a one-time file transfer. We shape a continuous partnership scoped to how your business actually works, and evolve it as your needs change.
The world's most valuable training data is already inside your company
Scale turns your de-identified operational workflows into frontier-grade training data, under your governance and on your terms.
The compounding loop
We are looking for partnerships, not transactions.
Most data deals end the moment the file transfers. A Scale partnership is built to keep paying back: in revenue today, and in a sharper, more AI-ready business tomorrow.
Your data becomes an asset you're paid for
De-identified, structured records from the systems you already run become a new asset class, monetized on your terms, never out of your control.
The value flows back to your operations
As the models improve, we advise you on where AI can unlock real efficiency inside your business, so a stronger company feeds the loop again.
The data created by your everyday work is a valuable asset. Let's unlock it together.
By connecting the operational signal your teams already generate with frontier AI, we turn your everyday workflows into a new asset class — under your governance, on your terms.
What we're looking for
The data that teaches a model how real work gets done.
We partner with established operators and draw signal from the everyday systems your teams already run on — never the raw systems themselves, only structured, de-identified records.
Industries of interest
Software & Technology
- Software & Internet
- Telecommunications
- Managed IT Services (MSP)
- Marketing Agencies
- DTC E-commerce
Financial, Legal & Insurance
- Financial Services
- Insurance Brokerage
- Legal & Compliance
- Law Firms
Healthcare & Science
- Healthcare & Life Sciences
- Scientific Research
Industrial, Energy & Logistics
- Manufacturing & Robotics
- Energy & Utilities
- Equipment Rental
- Freight Brokerage & 3PL
- Field Services (HVAC, Plumbing, Electrical)
Public, Services & Consumer
- Public Sector & Education
- Business & Professional Services
- Retail & Consumer
- Property Management
- Staffing & Recruiting
- Hotel & Hospitality
Who we partner with
40+
employees is our preferred starting point — though we assess every partnership on a case-by-case basis.
Beyond size, we look for
- Established data systemsYears of records in the tools your teams already run on.
- Real operational workflowsDay-to-day processes — not demos or synthetic data.
- Domain depthSpecialized expertise that makes your data hard to replicate.
- Stakeholder alignmentA clear owner who can scope the partnership, approve packages, and keep reviews moving.
Data sources
The systems that carry operational signal.
These are the everyday tools where workflows, decisions, and institutional context already live.
Data warehouses
BigQuery · Snowflake · Databricks
Table schemas and the structured records behind them, rich, interconnected, and built to mirror how the business runs.
Chat & messaging
Slack · Microsoft Teams · Google Chat
Full conversation histories, threads, participants, and reply structure preserved intact.
Email & calendar
Gmail · Outlook · Google Calendar
Email threads and event details, senders, recipients, invitees, and the responses that connect them.
Documents, slides & files
Word · Docs · Slides · Excel · Sheets · Drive · SharePoint
File contents plus their metadata, authorship, timestamps, and access permissions.
Work & knowledge
Jira · Confluence · Asana · Notion · Linear
Tickets, wikis, and project records carried over with their complete history and metadata.
Business platforms
Salesforce · HubSpot · Workday · ServiceNow · SAP · Zendesk — CRM, HR, ERP, and support records from the core systems teams operate in every day.
Governance
Security isn't a step in the process. It's the architecture.
You decide exactly what leaves your walls. Everything else never moves.
What you contribute
- Your data, records and workflows.
- Your sign-off on every data package
What never leaves
- Employee and customer identities
- Raw systems, credentials, or source access
- Anything outside your signed agreement
De-identification
Encrypted in transit & at rest
Per-package approval gates
Full audit trail
On-prem & VPC options
By the numbers
What partnerships add up to.
0 yrs
building the data infrastructure behind frontier AI
$10K–$1M+
illustrative value per data partnership, scaling with cadence
0 bytes
shared without your explicit, per-package approval
Get started
Book an intro, or refer a team.
Start a partnership conversation with our team — or refer a company that should be one.
Join leading enterprises partnering with Scale AI. Book a 1:1 intro call with us to get started.
FAQs
AI companies want to improve their models for certain corporate personas such as marketers or financiers. They need real-world environments rather than synthetically generated ones to test and improve their models.
Your operations are an asset. Start treating them like one.
Bring one workflow. We'll scope its value, lock the governance, and show you the loop in motion.
