Get compensated for your expertise
Your organisation already operates valuable workflows, processes and domain-specific systems. Selected partners are paid for contributing the expertise that advances real-world AI capability.
Enterprise Data Partnership
Your Workflows Are
Training Data.
The next generation of AI is built on real operational knowledge — the documentation, playbooks and repeated processes that already run inside your company. We license that expertise from a small number of selected partners, and we compensate them for it.
30–200 employees · Applying shares no data
On countersignature, the account lead opens a workspace for Northwind Grocers Ltd. and copies the Tier 2 onboarding template.
Within 24 hours, P. Raghunathan schedules kickoff and confirms the £480,000 annual scope with Finance.
Credentials for ops-int-04.corp.internal are issued through the vault. Never post them in chat.
If the client operates in a regulated sector, escalate to Compliance before any ingest begins.
Identifiers removed · Structure retained
Processed — original deleted
↑ Toggle the view. This happens to every file.
100+Partner
companies
companies
$200M+Generated for
partners
partners
100+Countries
represented
represented
§ 01
Who We
Look For
Not every company has a corpus worth licensing. The ones that do tend to be mid-sized, well-run and heavily documented — old enough to have written things down, small enough that the writing still reflects how work actually happens.
Selection criteria
- 30 to 200 employees
- Strong operational maturity
- Significant internal documentation and process knowledge
- Active use of modern software tools
- Well-defined workflows that employees execute repeatedly
Sectors we partner with
Many companies hold highly valuable operational intelligence without realising it. If your team runs the same complex process a hundred times a month, that process has value.
§ 02
What Counts
As Data
Everything below describes how work gets done, not who it was done for. You will never be asked for customer records, source code, or anything that constitutes your competitive advantage.
- Internal documentation
- Internal communications
- SOPs and playbooks
- Business process artifacts
- Knowledge bases
- Templates and operational frameworks
- Process documentation
- CRM and workflow metadata
- Project management workflows
- Task execution histories
§ 03
How Your Data
Is Secured
Security is the foundation of this program. All data is handled under strict contractual protections, and the sole purpose of the initiative is to train and evaluate AI systems on realistic enterprise settings.
It is not our goal to replicate your business, your products, your customers, or your competitive advantage.
- Original datasets are retained only for processing
- Sensitive information is scrubbed before any downstream use
- All confidential information is removed
- Original datasets are deleted after processing
- No data is publicly shared
- No customer information is exposed
- Companies retain ownership of their underlying data
Sev-1 incidents page the on-call engineer. If unacknowledged in 10 minutes, escalate to M. Osei-Bonsu, Director of Platform.
Any incident touching Halstead Financial requires written notice to their compliance officer within one business hour.
Post-incident review is filed in the runbook within five working days. No exceptions.
Identifiers removed · Structure retained
Processed — original deleted
Names, clients and figures go. The workflow stays.
§ 04
How Compensation
Is Set
Selected partners receive significant compensation. There is no single rate card — each agreement is priced against five factors, assessed during review.
Factor 01
Dataset size and volume
How much material exists, and how much of it survives processing intact.
Factor 02
Workflow complexity
Multi-step processes with real decision points are worth more than linear checklists.
Factor 03
Uniqueness of operational knowledge
Processes that cannot be inferred from public sources carry the highest weighting.
Factor 04
Data quality
Current, maintained, internally consistent documentation — not a graveyard of stale drafts.
Factor 05
Domain expertise represented
Regulated, technical and specialist domains are under-represented and priced accordingly.
Organisations that helped build modern business workflows should share in the value created by the next generation of AI systems. That is the entire premise of this program.
§ 05
Why Partner
With Us
We are building a network of organisations that shape the future of AI through real-world expertise. Partnerships are flexible, low-overhead, and structured around your operating calendar.
Help shape the future of AI
The next generation of AI will be built on real-world knowledge. Your team helps train and evaluate frontier systems using expertise developed inside your own organisation.
Designed for busy teams
We handle coordination, anonymisation and program management. Participation is structured to cause minimal disruption to day-to-day operations.
§ 06
Apply To
The Program
Tell us about your company. Review takes about two weeks. If there is a fit, we send a mutual NDA and a scoping call before anything else happens.
This form collects information about your company only. No documents, files or customer data are transmitted at this stage.
- —30–200 employees
- —Mature workflows
- —Documented processes
Application received
Thank you. Our partnerships team reviews every application manually, which takes around two weeks.
If there is a fit, the next step is a mutual NDA followed by a 30-minute scoping call. Nothing is requested from your systems before both are complete.