Intended use & domain
Training, evaluation or domain workflow development; relevant expertise, languages and task context.
For AI Companies
A sourcing mandate. Not an open inventory.
Independent advisory for AI companies seeking domain-specific operational knowledge, with qualification and commercial terms shaped around intended use.
Start with purpose
Define the use.
Then explore the fit.
A useful mandate explains the training or evaluation task, domain, language and desired characteristics. It also states what must not be included.
We explore opportunities against that mandate. Inventory, eligibility and availability are established per opportunity through assessment—not presumed across all datasets. No buyer partnership or existing stock is implied.
Formats, scale & time
Required formats, target scale, historical coverage, update preferences and decision timeline.
Provenance & documentation
Source history, creation methods, quality expectations, supporting documentation and diligence needs.
Rights, exclusions & security
Permitted use, term, exclusivity preferences, excluded content, security controls and transfer requirements.
A controlled path to diligence
Disclosure follows
agreement.
Non-identifying opportunity briefs come first. Appropriate NDA and engagement terms precede nonpublic disclosure. Supplier and buyer identities are disclosed when needed for informed diligence and contracts. Review, permitted uses, compensation and security safeguards are agreed before a transfer.
Define the mandate
Purpose-built sourcing. Carefully defined rights.
Share your requirements, not confidential training assets. Opportunity eligibility is established through review.