From business records to agent evaluation environments
A dataset is not automatically a runnable environment. Agent evaluation needs a defined task, allowed actions and a way to judge outcomes.
Read the guide ↗Specialized data
Different expertise.
Different possibilities.
Distinctive observations and specialist workflows may support a dataset license, recurring delivery or a deeper research partnership. Start with the evidence and intended use.
Find the specific
learning opportunity.
What is difficult to observe elsewhere? What decisions or outcomes can your records explain? What remains unproven?
01
A defined dataset
A versioned package of authorized examples, documented fields and known limitations.
02
Ongoing observations
Fresh data delivered on an agreed cadence when new evidence serves a continuing need.
03
Expert tasks and evaluations
Worked examples, corrections and criteria that make specialized performance testable.
04
Research collaboration
A scoped project around state, actions and outcomes, with additional technical requirements.
Explore the possibilities.
Finding distinctive data in ordinary business work
Distinctiveness often comes from context: a rare decision, a difficult exception or a reliably measured result. It does not require an unusual software platform.
Read the guide ↗Packaging a first specialized dataset license
A bounded dataset gives both parties something concrete to evaluate. Define its contents, intended use and known limitations before discussing scale.
Read the guide ↗When fresh observations support recurring delivery
Recurring access makes sense when new data improves a continuing use case. Repeated delivery of the same archive does not create fresh value.
Read the guide ↗Turning expert workflows into evaluation material
Useful expert material can include worked examples, corrections and clear outcome criteria. A procedure document alone may leave important judgments unstated.
Read the guide ↗Could operating data support a world-model project?
Some research uses observations of how a system changes after an action. Ordinary activity logs may capture only part of that relationship.
Read the guide ↗Start with what you know.
Explore an automated estimate report. No records or exports needed.