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You don’t need to be a data company.

Your everyday business creates records of how real work gets done. That can be the starting point for a paid AI data license, whatever your industry.

Find your business below. These sectors appear across public AI data acquisition programs; the opportunity comes from the records, context and rights your company can offer.

Not sure where you fit? Describe your company.

Automotive & mobility

Component suppliers · Vehicle services · Fleet operators

Records to start with

  • Part and tooling histories
  • Service and diagnostic records
  • Quality issues and resolutions

Connect a technical problem to the checks, decisions and repair that resolved it.

Construction & real estate

Contractors · Property managers · Real estate businesses

Records to start with

  • Project changes and approvals
  • Inspection and maintenance logs
  • Property operating histories

Show how a project or property moves from a request through decisions to a completed outcome.

Education & training

Training providers · Education companies · Professional learning

Records to start with

  • Course development and revisions
  • Instructional workflows
  • Assessment design and review

Explain the expert decisions behind teaching material, assessment and program delivery.

Energy & utilities

Energy services · Renewables · Utility operators

Records to start with

  • Asset maintenance histories
  • Field service and incident logs
  • Operating procedures and changes

Link an asset’s condition with the intervention, operating context and measured result.

Engineering & technical services

Design consultancies · Testing laboratories · Technical service firms

Records to start with

  • Design revisions and reviews
  • Test methods and results
  • Technical decisions and exceptions

Capture how specialists work through constraints, compare options and verify a solution.

Finance & insurance

Financial services · Insurance brokers · Accounting firms

Records to start with

  • Reconciliation and review workflows
  • Underwriting decision histories
  • Reporting and approval processes

Preserve the chain from evidence and assumptions to a documented financial decision.

Healthcare & life sciences

Care organizations · Life-science companies · Healthcare operations

Records to start with

  • Operational and quality procedures
  • Research workflow documentation
  • Process deviations and review

Explain specialist operations through approved, appropriately de-identified records.

Law firms · Compliance services · Legal operations

Records to start with

  • Document review workflows
  • Contract revision histories
  • Research and approval processes

Connect a question to the research, revisions and review steps behind its resolution.

Logistics & transportation

Freight brokers · Warehousing & 3PL · Transportation operators

Records to start with

  • Dispatch and shipment histories
  • Inventory and fulfillment events
  • Exceptions and resolution logs

Show how teams respond when a delivery, stock movement or operating plan changes.

Manufacturing & industrial suppliers

Machining & tooling · Equipment & electronics · Food & materials production

Records to start with

  • Work orders and revision histories
  • Inspection and quality records
  • Maintenance and corrective actions

Join specifications, production events and outcomes into a traceable operating history.

Media & creative services

Creative agencies · Production studios · Publishing businesses

Records to start with

  • Creative briefs and revisions
  • Production and editorial workflows
  • Review notes and approvals

Reveal the decisions between a brief, its alternatives and the approved finished work.

Professional & business services

Consultancies · Staffing & recruitment · Marketing & managed services

Records to start with

  • Project delivery histories
  • Internal knowledge and procedures
  • Client workflow and issue records

Explain repeatable expert work through the requests, actions and outcomes already documented.

Retail & e-commerce

Retailers · DTC brands · Wholesale & distribution

Records to start with

  • Inventory and order workflows
  • Support and returns histories
  • Merchandising and operating decisions

Connect demand, fulfillment and customer-service decisions across the business.

Software & technology

Software companies · IT service providers · Technology platforms

Records to start with

  • Issues, commits and review histories
  • Product decisions and documentation
  • Support tickets and resolutions

Show how a reported problem becomes an investigated issue, a reviewed change and a result.

Telecommunications

Network operators · Connectivity providers · Telecom service companies

Records to start with

  • Network incident histories
  • Installation and service workflows
  • Troubleshooting and maintenance logs

Link a service issue to diagnostic steps, field actions and the restored operating state.

Travel & hospitality

Hotels · Hospitality operators · Travel service businesses

Records to start with

  • Reservation and service workflows
  • Property operations and procedures
  • Guest-issue resolution histories

Explain how teams coordinate availability, operations and service exceptions.

Your industry opens the conversation. Your records shape the opportunity.

You do not need to create a new dataset to start. Describe the work, the records it leaves behind and the history your company holds.

What can make the records valuable?

  • Real work connected to decisions and outcomes.
  • Specialist context that is difficult to recreate.
  • Readable histories with dates, revisions and relationships.
  • A clear route to approving the proposed use.

For a fit review, begin with your company and record types. A buyer can then evaluate a specific scope and propose commercial terms.

Understand how a licensing opportunity develops

Explore the earning potential of your existing data.

Tell us what your business already creates. Start with a description; keep the records in your own systems.

Explore your opportunity