The Facts Behind AI Visibility
We believe business owners deserve real data, not marketing hype. Every statement below links to primary technical documentation. These are not MiddleVerse customer studies or proof of lost revenue.
Structured facts help Google understand content; eligibility does not guarantee a rich result.
An explicit retrieval tool can return current sources/citations. An API tool call is not proof of a consumer-platform result.
Calendars and events are API resources; authorization and event creation are distinct from a merchant accepting a reservation.
Protocol/version and capability negotiation are explicit; protocol discovery is not completed checkout or merchant approval.
The Test That Actually Matters
There is a critical difference between a name search and a category search — they answer different questions and both need actual executed evidence.
Name Search
"Tell me about Aster Inn & Antiques"
Tests identity recall and factual correctness for the requested name. A name prompt does not guarantee an answer or establish category discovery.
Category Search
"Best motel in Cle Elum, Washington"
Tests discovery for this exact question and location. A missing recommendation in one result does not establish universal absence, closure or lost business.
Why It Has to Be Affordable
Useful business facts and honest checks should be accessible to small-business owners. An external study needs its original date, cohort, question and measurement; none of these documentation links establish universal local-business outcomes.
See where your business stands
Review available public-data checks and their actual provider, date and coverage. Routed API models are labeled separately from consumer platforms; no fixed time is promised.
Earlier unsourced market figures have been removed from this public explanation. Original content remains in retained history; no new customer study is claimed.