For AI labs and model companies
Hard-to-find data, sourced on demand.
Get examples of expert decisions linked to real outcomes: claims resolved, freight exceptions handled, and defects classified. We source records from established businesses around your training or evaluation task.
Request a dataset- 01 InputRoof photos and adjuster notes from a commercial property claim
- 02 DecisionSenior adjuster classifies hail damage and approves repair over replacement
- 03 OutcomeRepair completed and invoiced; claim remained closed
Thousands of linked records like this, held by one firm and recorded over years, are what we look for.
01What we source
Decision records inside working businesses.
Claims files, freight exceptions, lab reports, and inspection photos become more useful when they include the expert decision and its outcome. We look for complete traces that match your task.
01
Process data with decisions and outcomes
Claims from first notice to settlement. Freight exceptions and how they were resolved. Quotes, negotiation, and whether the deal closed.
02
Expert judgments
Underwriting referrals, inspection classifications, and quality reviews, with the reasons the expert gave.
03
Corrections and overrides
A first attempt, the practitioner's revision, and a record of why it changed.
04
Workflows and tool-use traces
Ordered steps across real business software, from the first request to the final resolution.
05
Domain documents
Contracts, specifications, lab reports, and filings from specialized practices.
06
Images with expert labels
Site and inspection photos classified by technicians, linked to what the repair actually required.
02What arrives with it
Documented, traced, and licensed in writing.
Sellers keep ownership. You receive a defined license, a dataset specification, and documentation for technical review under NDA.
- 01Documentation
- A datasheet for every dataset: how it was collected, the schema, coverage and known gaps, and how decisions and outcomes were recorded.
- 02Provenance
- Source systems, collection history, and every processing step documented. Rights reviewed before any outreach.
- 03Licensing
- Permitted uses defined in writing, such as evaluation, fine-tuning, or agent environments. Exclusivity and term are negotiated per dataset.
03Commissioned data
When the records do not exist, experts can write them.
We can scope expert-authored data around your task: realistic fictional scenarios, competing responses, reasoned decisions, and grading rubrics.
Illustrative commission formats. Describe your task and requirements below.
Synthetic dispute cases
Fictional case files written by practicing attorneys, with reasoned assessments from attorneys or arbitrators for model evaluation.
Expert rubric grading
Practitioner grades for model outputs against agreed rubrics, with an explanation for each grade.
Edge-case collections
Expert-designed fictional cases focused on ambiguity, competing judgments, and failures.
04Request a dataset
Tell us the dataset you wish existed.
Describe your model task, the records it needs, and the outcomes you want to evaluate. We will review the brief and discuss a sourcing plan.
- Confidential
- Requests are read only by our team.
- Under NDA
- Specifics are discussed under NDA before any outreach.
- With your consent
- We describe your organization to data owners only in the way you approve.