LIBRARY
Reference articles on Answer Share, machine readable infrastructure and how AI engines select what they cite. Written from methodology we run in production, on our own brands and on client builds.
CONCEPT
Answer Share is the share of AI answers that mention or recommend your brand when real buyers ask real buying questions. It is the visibility metric of the AI answer era, and it behaves nothing like rankings or traffic.
READINFRASTRUCTURE
AI agents burn most of their token budget parsing HTML built for browsers. Content negotiation lets the same URL serve a clean markdown rendition when an agent asks for it, without touching what humans and search bots see. Here is how to do it correctly, and the mistake to avoid.
READEVIDENCE
Ask AI engines real buying questions and record every source they cite. The pattern is consistent: review platforms, directories, marketplaces, press, community threads and video. The brand website is rarely the evidence. That pattern should reorder most visibility roadmaps.
READMore articles are in preparation and will be published here.