AI data sourcing & licensing
The data AI needs. From the businesses that hold it.
Haselpin helps AI companies source specialist business data, establish licensing pathways and access information that is difficult to obtain through conventional sources.
- Proprietary Business Data
- AI Training
- Model Evaluation
- Data Licensing
- Specialist Sourcing
The Difference
The right data starts with the right source.
1. Proprietary Business Data.
Explore operational records, technical documents and specialist information held by real businesses.
2. Bespoke Data Sourcing.
Define a requirement and identify potential sources, availability, licensing constraints and delivery options.
3. AI Training & Evaluation.
Scope datasets around model tasks, domain coverage, quality requirements and permitted use.
How It Works
One process from data requirement to licence.
From the initial brief to source qualification and commercial terms, Haselpin helps organise the work required to access specialist business data.
- 01
Define the requirement
- Model task and objective
- Domain, modality and coverage
- Quality, volume and timing
OutputAgreed data brief - 02
Identify potential data owners
- Map organisations likely to hold the records
- Approach and qualify interest
- Confirm who can authorise discussions
OutputShortlist of potential sources - 03
Assess availability and rights
- Review descriptions or agreed samples
- Establish provenance and permitted use
- Identify privacy, confidentiality and IP constraints
OutputAvailability and rights assessment - 04
Coordinate licensing and delivery
- Support commercial and licence terms
- Agree format, preparation and transfer
- Record restrictions and obligations
OutputLicence pathway and delivery plan
Source Identification
Finding the organisations most likely to hold the records you need.
Rights & Provenance
Establishing origin, authority and what use is permitted.
Quality Requirements
Translating model needs into coverage, format and quality criteria.
Delivery Coordination
Agreeing preparation, transfer and documentation with both sides.
Real-world data. Across specialist industries.
Examples of potential sourcing areas and the kinds of records that may exist in them, not datasets Haselpin already holds or has licensed.
Process records, quality inspections and the know-how behind production lines.Manufacturing & Engineering
Drawings, specifications and site records from projects that actually got built.Construction & Building Services
Catalogues, inventory movements and the operational detail behind every order.Retail & Ecommerce
Shipments, exceptions and the decisions that keep goods moving.Logistics & Supply Chain
Structured financial documents and the expert judgement applied to them.Accounting & Finance
Fault histories, repair notes and service manuals written by people who fix things.Equipment Maintenance
Data access begins with clear rights.
Useful data needs more than availability. Its source, permitted uses, restrictions and delivery requirements must be established before a commercial licence can proceed.
- Source transparencyIdentify where the data comes from and who has the ownership or authority to license it.
- Defined permitted useEstablish the intended training, fine-tuning, evaluation or other use before terms are agreed.
- Documented restrictionsAddress privacy, confidentiality, intellectual property and contractual constraints explicitly.
No dataset is assumed to be compliant, anonymised or cleared for AI use. What's required depends on the source and the proposed use, and is assessed for each engagement. About data licensing
Different data.
Different requirements.
Each modality brings its own questions of format, quality, volume and rights. Sourcing is scoped against your requirement. Nothing here is a ready-made catalogue.
- Structured business records
- Technical documents
- Operational workflows
- Images and video
- Expert-generated examples
- Evaluation datasets
Tell us what
your model needs.
Share your data requirement, target industry and intended use. Haselpin can assess the potential sourcing route, relevant data owners and next steps.
Requirement-led
Every search starts from what your model actually needs.
Rights-first
Provenance and permitted use are settled before delivery.
Verified
Availability is confirmed with the data owner, never assumed.
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.