How Origin can help
Origin is an independent referral business working with company owners exploring data licensing. A requirements inquiry helps us assess potential fit. We do not publish an available dataset catalogue, promise sourcing coverage or certify records as training-ready.
A company owner must authorize any introduction and information shared. The proposed recipient evaluates the data, and both parties agree any permitted use and commercial terms separately. Read how Origin works and the referral disclosure.
Describe the task before requesting a dataset
A useful requirement identifies a workflow, the information available at the start, the expected action or answer and the way an expert would judge it. Be specific about required links and acceptable gaps.
| Requirement | Example of useful detail |
|---|---|
| Task and domain | Reconcile a payment mismatch with reviewer-corrected final entries. |
| Case structure | Input state, decisions, actions, timestamps, outcomes and policy versions. |
| Use | Training, evaluation, retrieval, simulation or a clearly defined combination. |
| Coverage | Geography, language, time period, approximate scale and rare cases needed. |
| Acceptance | Expert review, quality checks, provenance and holdout requirements. |
| Commercial scope | Pilot budget range, timetable, refresh needs and requested exclusivity. |
Workflow categories to discuss
These are examples to help frame an inquiry, not a statement that matching datasets are currently available.
- Accounting and AP exceptions: reconciliation, review corrections and month-end outcomes.
- Freight and customs workflows: disputes, amendments and verified resolution.
- Industrial sourcing: RFQs, substitutions and order or return outcomes.
- Service and repair: diagnosis, attempted repairs, retests and callbacks.
- Manufacturing quality: defect evidence, corrective actions and retest results.
- Property inspections: linked photos, findings and reviewed corrections.
If you need evaluation data
State whether cases must remain private or held out, how prior distribution will be assessed and who reviews expected results. Specify whether feedback, labels or synthetic derivatives may be used for model improvement.
Read the evaluation licensing guide and workflow licensing guide. Agreement on a category does not establish benchmark validity, licensing rights or acceptance.
Send a high-level requirements inquiry
Download the buyer requirements worksheet for your own preparation, then summarize your company, task, use, required records and timetable in the form below. No sample files, private links, credentials or sensitive records are needed.
Origin will review the inquiry and respond if more detail or a potential next step is appropriate. Submission allows follow-up about the requirement; it is not an order, a reservation or authorization to transfer company records.