Turn your company’s data
into revenue.
Your company's operational data could be worth $50k-$4M+. We help you package it and securely license it to leading AI labs.
The opportunity
A new revenue stream from work you’ve already done.
AI labs have already scraped the internet. They now need private examples of real work to improve their models. Sureform turns the operating history already inside your business into a data asset they can license.
What you have
Historical operating data
Messages, documents, tickets, code, business system records, knowledge bases, or completed tasks.
What we do
Make it safe and licensable
We value it, define the scope, remove sensitive or personally identifiable information, package it, and find approved AI buyers.
What you get
Revenue from licensing deals
You keep ownership of the underlying data and your company is compensated for each licensing deal done with an AI lab.
What can be licensed
Data that shows how work actually gets done.
The strongest data connects the original request, the decisions and revisions along the way, and the finished outcome. It can come from one system or several connected tools.
Policies and expertise
SOPs, playbooks, knowledge bases, review standards, and decision logic
Common tools
Business systems
CRM, ERP, accounting, project management, and ticketing records
Common tools
Work products
Documents, spreadsheets, presentations, contracts, and designs
Common tools
Engineering
Codebases, pull requests, issues, technical plans, and QA history
Common tools
Communications
Email, Slack, Teams, support threads, and approval trails
Common tools
Reviews and decisions
Approvals, expert feedback, QA findings, scorecards, and evaluation criteria
Common tools
Specialized industry value
Specialized industry data can have extra value.
Companies operating in specialized industries are particularly valuable when their records capture unique technical expertise, regulated processes, uncommon edge cases, and verified outcomes that help AI systems learn how complex work is actually done in these fields.
Aerospace & advanced engineering
Eligible test programs, technical plans, maintenance histories, failure analysis, validation, and QA records.
Biotech & laboratory operations
Protocols, experiment histories, instrument results, deviations, quality reviews, and validated outcomes.
Finance, insurance & accounting
Underwriting, claims, reconciliations, audit trails, approvals, and reporting workflows.
Legal & compliance
Contracts, case and diligence histories, review processes, governance, and compliance decisions.
Software & technical operations
Codebases, pull requests, issues, incident histories, architecture decisions, and QA results.
Manufacturing & supply chain
Production records, work orders, inspections, maintenance, procurement, inventory, and fulfillment exceptions.
Data from any industry may qualify. Final licensing value depends on volume, quality, workflow context, ownership, permitted use, and current buyer demand.
How the partnership works
From a private valuation to a paid data license.
Start by filling out our short onboarding form about your company and data to receive an initial estimate. We'll then schedule a call to plan out the approved data scope, permitted use, security requirements, and commercial terms.
Get a private valuation
Fill out our data onboarding form with your industry, company size, operating history, and the systems your team uses. No raw files or connected tools are needed for the first assessment.
Schedule a call and set the scope
We'll schedule a call to review your data and agree on the approved scope, permitted use, security requirements, and commercial terms of the data licensing partnership. You decide which systems, files, teams, date ranges, customers, or categories are included or excluded.
Securely transfer the approved data
Once the scope and terms are finalized, we'll work with your team to securely transfer only the approved data using the methods that best fit your systems. Any access is read-only and limited to the agreed sources, and AI buyers never receive access to your live systems or raw data.
We de-identify and package it
We use an automated pipeline to remove any sensitive or personally identifiable information from the data, then organize it into a documented dataset that preserves useful workflow context. You review the final prepared output.
Approve the delivery and get paid
We identify qualified AI buyers and manage the licensing process directly with them. Your prepared data is licensed only for the agreed uses, and your company is paid under the terms of each completed licensing agreement.
Security
Data security and privacy are our top priorities.
You approve the systems, folders, record types, date ranges, and permitted use before any data is transferred. Approved data is encrypted in transit and at rest, and is fully de-identified using automated pipelines.
Data boundary
Example architecture
Your systems
Approved sources
Project workspace
Prepare and de-identify
Buyer delivery
Anonymized output only
Written scope
Before any transfer, you approve which systems, folders, record types, date ranges, and exclusions are in scope.
Scoped, revocable access
System access is read-only, restricted to approved sources, and removed when extraction is complete.
Encrypted processing
Approved data is encrypted in transit and at rest in access-controlled project storage while it is prepared.
De-identification and review
All personal and customer-identifying information is removed, replaced, or excluded before delivery.
Retention and deletion
Raw data is deleted after processing. Processed data is stored only as long as defined in the signed agreement.
Licensed delivery only
Prepared data is delivered only to approved buyers for the agreed use. Buyers do not receive access to live systems or raw source archives.
Ready to turn your data into revenue?
Start with a private, high-level assessment. No raw data is required.