Prompt set
Buyer questions are grouped by category, comparison, problem, service, geography, and decision stage.
Owned work · AI visibility
An AI visibility system built around answers an engine can cite.
The work maps buyer prompts to direct answers, named sources, page ownership, entity signals, schema, and crawl access.
AI visibility improves when the company has a clear entity, useful answer pages, visible source support, stable canonical routes, and machine-readable discovery files. Publishing more articles does not replace those parts.
What was built
Answers have a page, a source, and an owner.
The system treats AI visibility as retrieval and citation work. It does not treat a pile of new articles as proof that the brand is answer-ready.
Answer ownership
Each important question is assigned to one canonical page with a direct answer that can stand on its own.
Source support
Claims point to named public sources or owned evidence. Unsupported importance language is removed.
Discovery surfaces
Canonical tags, schema, internal links, sitemaps, AI-readable files, and crawler access support the same route.
Work standard
The system separates visibility from wishful reporting.
The work records prompts, answers, cited domains, source pages, and missing routes. It does not claim that an engine will rank or cite a page on demand.
This fits when
Answer tools miss, misdescribe, or fail to cite the company.
- Competitors appear for buyer prompts while the company is absent.
- Several pages compete to answer the same question.
- The brand publishes content but lacks clear entity and source support.
Ownership
The prompt register and page map belong to the team.
The handoff includes the tested prompt set, answer record, citation gaps, route ownership, technical defects, and a thirty-day repair order.
Test what the engines can actually retrieve.
Use the five-day AI Visibility Audit when the brand is missing, misdescribed, or cited through the wrong public source.