Value starts with a buyer problem
A dataset has no universal price per record. Its usefulness depends on the capability a buyer needs, the alternatives available and the cost of making the material suitable.
A concrete buyer brief is more informative than a large export: what task should the agent perform, what evidence is missing and how will success be measured?
Assess connected context
Look at whether records reconstruct a workflow, including policies, decisions and outcomes. Useful joins, documented timing and practitioner explanations can reduce the work required to create reviewed tasks.
Rare failures and exceptions can add useful coverage. Their value still depends on relevance and permission, rather than novelty alone.
Account for preparation and restrictions
Cleaning, review, expert time and environment engineering create costs. Rights may limit buyers, duration, training, redistribution or reuse. Those restrictions affect the possible commercial structure.
A narrow evaluation package and a broad training license are different products. Price development work and source permissions explicitly so both sides understand the economics.
Look beyond a single transaction
Where permissions allow, fresh approved scenarios and repeat licensing can support ongoing income. A useful preparation project may also leave the source business with better documentation. Neither benefit should be promised before its scope is agreed.
A readiness assessment identifies gaps and next steps. A reliable commercial estimate requires buyer evidence, a defined deliverable and review of the rights and costs involved.