Industries
Where specialist data is made.
Every sector generates records that reflect how real work gets done. These are some of the areas where we expect valuable sources to exist, and the kinds of data they may hold.
These are potential sourcing areas, not datasets Haselpin already holds or has licensed. Whether specific data is available depends on finding organisations that hold it, have the authority to license it and agree to do so.
01
Manufacturing & Engineering
Process records, quality inspections and the know-how behind production lines.
Records that may be relevant
- Process and quality-control records
- Inspection reports and non-conformance logs
- Technical specifications and engineering change notes
- Production scheduling and machine telemetry
Potential AI uses
Industrial copilots, defect detection, document understanding and process-reasoning evaluation.
02
Construction & Building Services
Drawings, specifications and site records from projects that actually got built.
Records that may be relevant
- Drawings, specifications and schedules
- Site diaries, snagging and inspection records
- Building services commissioning and O&M documents
- Tender, variation and cost documentation
Potential AI uses
Drawing and specification understanding, compliance checking and project-assistant models.
03
Retail & Ecommerce
Catalogues, inventory movements and the operational detail behind every order.
Records that may be relevant
- Product catalogues and attribute data
- Inventory, replenishment and returns records
- Customer-service workflows and resolution notes
- Merchandising and pricing history
Potential AI uses
Product understanding, demand reasoning, agentic commerce and support-assistant evaluation.
04
Logistics & Supply Chain
Shipments, exceptions and the decisions that keep goods moving.
Records that may be relevant
- Shipment, routing and proof-of-delivery records
- Exception, delay and claims handling
- Warehouse operations and slotting data
- Customs and trade documentation
Potential AI uses
Planning and exception-handling agents, document extraction and operational forecasting.
05
Accounting & Finance
Structured financial documents and the expert judgement applied to them.
Records that may be relevant
- Invoices, statements and reconciliation workpapers
- Bookkeeping and categorisation decisions
- Audit and review documentation
- Expert-annotated examples of financial reasoning
Potential AI uses
Document understanding, financial reasoning, extraction accuracy and evaluation benchmarks.
06
Equipment Maintenance
Fault histories, repair notes and service manuals written by people who fix things.
Records that may be relevant
- Maintenance histories and work orders
- Fault codes, diagnoses and repair outcomes
- Service manuals and technical bulletins
- Images and video of inspections and repairs
Potential AI uses
Diagnostic assistants, multimodal fault recognition and technician-support evaluation.
Looking for data from a sector that isn't listed? Sourcing is driven by requirements, not a fixed list. Tell us what you need.
Specialist data starts with a specific need.
Share the industry, record types and intended use, and we'll assess whether a sourcing route is likely to exist.
Enquire
Start with a conversation.
Whether you need specialist data for an AI model or hold records that could be valuable to AI developers, start with a short, high-level enquiry.
What happens next
- 01
We review your enquiry
We read your brief and consider whether there is a realistic sourcing or licensing route.
- 02
We follow up to understand the detail
We ask about scope, intended use, rights and timing before suggesting any route.
- 03
Nothing moves without agreement
No data is shared and no one is committed to anything until terms are agreed.