Enterprise Data Partnerships
Your company runs processes every day that AI labs need to see. Tell us about your company once and we show you every partner that pays for access to anonymized operational data, and make the introductions for you.
Find Your Partner MatchFree, and we never see your data. Prefer to look first? Compare the partners or score your readiness.
Live demand we're tracking right now. Each one links to the full requirements, no commitment to us either way.
Recommended
Your full corpus: internal documents, SOPs, communications, and workflows. The highest-value tier of this program.
Technology companies, BPOs & recruiting firms, Financial services firms, and similar businesses with documented, repeatable workflows.
Direct opportunity
Documented business workflows and process data. The entry-level path into the program.
Technology companies, BPOs & recruiting firms, Financial services firms, and similar businesses with documented, repeatable workflows.
Direct opportunity
Shift huddle notes, logbooks, whiteboard photos, task trackers, and Teams handoffs from frontline and deskless teams. A new, larger-scale segment of the program.
Manufacturing and assembly plants, Airlines and airport ground operations, Logistics, transport, and fleet operations, and similar businesses with documented, repeatable workflows.
Manual referral
Couldn't find what you're looking for? Share a few details and we'll personally put you in touch with one of our partners, no eligibility check required.
Frontier AI models need real examples of how companies complete tasks, use software, make decisions, and solve problems in production environments. Your teams generate that operational intelligence every day. We help you turn it into a revenue line.
Work being completed
Real examples of tasks being completed across business functions.
Software workflows
Step-by-step task execution inside existing business tools.
Decision-making patterns
How teams evaluate information and make operational decisions.
AI performance feedback
How AI tools perform in real business environments.
Compensation scales with dataset size and volume, workflow complexity, data quality, domain expertise, and the uniqueness of your operations. Our partner publishes these tiers:
$100k+
First accepted contributions from standard, in-scope workflows.
$500k+
Consistent recurring contributions across several workflow types.
$1M+
Specialized, proprietary operations that labs cannot source elsewhere.
Your specific compensation is set by the partner based on what your company contributes. Our partner comparison covers who publishes figures and who quotes you per company.
This is the profile our featured partner's programs are built for. Two of our other partners publish no size or geography requirement, so falling outside this does not mean there is nothing for you. See the full comparison.
| Headcount | 30 or more employees, with established documented processes. |
| Tooling | Active use of systems of record like Jira, Salesforce, Notion, or SAP. |
| Geography | US, Latin America, or Europe. Team must operate in English. |
| Industries | Technology, finance and accounting, consulting, legal, healthcare administration, recruiting, and operations and logistics. |
01
Tell us about your company
Answer a few questions about your size, location, and where your work lives. No files, no uploads.
02
See every partner that fits
Partners that take applications directly give you a link. Partners that work by introduction get your details from us.
03
Partner reviews your company
The partner's team assesses your company. This stage may take a few days. You deal with them directly from here.
04
Complete the Data Manifest
Shortlisted companies are invited to complete a Data Manifest Intake Form to finalize the scope and terms of the partnership.
Business workflows can contain sensitive information. Your data goes directly to our partner, under terms you negotiate with them. We assess your readiness and make the introduction, then step out of the way.
Read our full data & governance policy →A few examples of teams and workflows that translate well into training data. See our open opportunities.
Software & Engineering
How developers debug, review, and ship code across real repositories and tools.
Finance & Accounting
How teams reconcile accounts, process invoices, and prepare reports end to end.
Customer Support
How agents diagnose and resolve tickets across multiple systems.
Sales & CRM
How deals move from first outreach to close inside the CRM.
Legal & Contracts
How agreements are reviewed, redlined, and negotiated.
Operations & Logistics
How orders are processed and exceptions are handled day to day.
Examples of the work itself, by function.
| Software and Engineering | Code review, debugging, and deployment across real repos and tools. |
| Finance and Accounting | Account reconciliation, invoice processing, month-end close. |
| Customer Support | Ticket diagnosis and resolution across multiple systems. |
| Sales and CRM | Deal progression from outreach through close. |
| Legal and Contracts | Agreement review, redlining, negotiation. |
| Operations and Logistics | Order processing, exception handling, fulfillment. |
New to this? Start with our guides on how data licensing works.
