Turn Existing Business Operations Into Recurring Revenue
The next generation of artificial intelligence will be trained on real-world business operations. To build smarter systems, frontier AI laboratories require examples of how actual companies complete tasks, use software, make decisions, and solve problems in live production environments.
Through this global enterprise program, operationally mature businesses can securely turn anonymized workflow examples into structured training datasets, creating a predictable, long-term revenue stream from the value they already generate every day.
The Kinds of Work That Create Value
This data initiative does not require specialized tech development. It translates across almost any knowledge-based sector where teams repeatedly execute digital processes. Key areas include:
- Software & Engineering: How developers debug, review, and ship code across repositories and tools.
- Finance & Accounting: How teams reconcile accounts, process invoices, and prepare reports end-to-end.
- Sales & CRM: How workflows move from first outreach to a closed contract inside a CRM.
- Legal & Contracts: How agreements are reviewed, redlined, and negotiated.
- Customer Support: How agents diagnose and resolve tickets across multiple operational systems.
- Operations & Logistics: How orders are processed, inventories are managed, and exceptions are handled day-to-day.
General Eligibility Criteria
The program is open to a wide range of knowledge-based industries globally (with the strongest active demand currently in the US, UK, and Canada). A company is typically a strong fit if they meet the following:
- Team Size: Generally maintains a staff of 30 or more employees.
- Operational Maturity: Possesses established, well-defined workflows, internal processes, and documentation.
- Language: Conducts business operations and maintains internal knowledge bases primarily in English.
Built with Privacy and Control First
This program does not ask for unrestricted access to company systems or sensitive internal information. Security and confidentiality are the absolute pillars of the initiative:
- Total Control: Your company maintains complete control over what is shared, what is redacted, and what is completely excluded.
- Anonymization: Strict data scrubbing and anonymization protocols are established before any data distribution occurs.
- Data Ownership: Partner organizations retain 100% ownership of their underlying data.
- Normal Operations: Your team and day-to-day business continue operating completely normally within your existing tech stack without disruption.
Significant Long-Term Revenue Potential
This initiative is structured as a long-term, recurring partnership, not a one-time data sale. Compensation scales directly with the volume, complexity, quality, and structural rarity of the workflows you contribute, with annual recurring potential extending from $100k to over $1M+.
