On this page
What we do
- Explain how AI data procurement and licensing work in general terms
- Describe categories of providers based on observable characteristics
- Keep original primary-source URLs, supported claims and checking dates in nonpublic editorial records
- Accept metadata-only licensing inquiries and review them for fit
Our editorial standards
- Comparisons are based on business models and observable characteristics, not untested scores
- Figures, deal terms and examples appear only when a first-party source supports them
- Relationships with any company are stated plainly
- Editorial coverage is never paid for
Inclusion standards for named companies
We compare procurement categories and seller requirements, not named-provider rankings. A company example is used only if essential to an explanation and supported by first-party evidence. We do not publish promotional profiles or referral directories. Original evidence remains in nonpublic editorial records; necessary legal or research attribution can appear as plain text.
Review workflow
Every page moves through the same stages: research, a sourced draft, an editorial rewrite, a fact and rights check, SEO QA, approval, and only then publication. Each page records its status (draft, needs review, approved, published) and its sources. Source and claim checks may be carried out with AI assistance; these are recorded separately from a human fact check, and we do not describe an AI-assisted check as a human review. Pages stay out of search indexes and the sitemap until owner-authorized publication with documented human or explicitly labelled AI-assisted QA. We do not display a review date unless a review actually took place.
Commercial model and independence
The site may in future earn revenue by routing qualified inquiries to procurement partners. Any such relationship will be disclosed on this page. Editorial content is not changed to favor any company.