Disclosures
Commercial and AI disclosures
Editorial conclusions stay separate from future sponsorships, affiliations, or paid products.
Current business model
The MVP has no billing, display advertising, paid placement, or affiliate-link program. Candidate pricing in the PRD is a research hypothesis, not an offer.
AI-assisted work
AI may assist drafting and implementation. Human technical and editorial review is required before content becomes indexable, and generated test claims are not accepted without real evidence.
Future relationships
Any commercial relationship will be disclosed near the relevant recommendation and will not determine technical conclusions.