Define buyer questions
Use the questions a prospective customer would genuinely ask, not prompts designed to force the brand into the answer.
Visible2 is an AI visibility consultancy that helps businesses understand how AI systems interpret, trust, and recommend websites in AI-driven search and discovery.
ChatGPT visibility is how consistently a business is mentioned, cited or recommended when relevant questions are asked in ChatGPT.
ChatGPT visibility is how consistently a business is mentioned, cited or recommended when relevant questions are asked in ChatGPT.
There is no permanent “ChatGPT ranking” equivalent to a conventional search position. Answers can vary between runs, so visibility should be measured as a repeatable rate across a controlled set of buyer questions.
Use the questions a prospective customer would genuinely ask, not prompts designed to force the brand into the answer.
One screenshot is anecdotal. Repeat the same questions over time and record mentions, citations and recommendation position.
A system knowing your name is different from recommending you when the user has not supplied it.
Measure which businesses are selected alongside you and which sources appear to support those selections.
Common causes include weak crawlability, ambiguous business identity, thin or indirect answers, inconsistent external information, limited third-party corroboration, or simply insufficient relevance to the question being asked.
No. AI assistants are probabilistic systems and their outputs change. The practical goal is to improve eligibility and evidence, then measure whether recommendation frequency improves.
OpenAI's current guidance says websites should allow OAI-SearchBot if they want to be eligible for inclusion in ChatGPT search results. OpenAI also states that placement is not guaranteed.
This is an important distinction: crawler access is a prerequisite, not a visibility strategy. A site can be fully crawlable and still not be relevant or authoritative enough to be selected for a particular question.
OpenAI: make your website available in ChatGPT search results →
“What is [brand]?” tests whether ChatGPT understands the entity and whether the description is current.
“Who provides [service] in [market]?” tests whether the business is selected without being supplied in the prompt.
Inspect citations and supporting sources to see whether the answer relies on owned pages, independent evidence or stale information.
Start with evidence. Run the free Visible2 scan to check whether the website foundations are in place. If the site is ready, move to repeated measurement of the buyer questions that matter rather than making speculative changes.
Supporting guides, case studies and measurement notes from the Visible2 Knowledge Center.
Knowing your name and recommending you to a buyer are two different tests.
Not because ChatGPT is unreliable. Because you looked once.
A cited page, a named brand and a recommended provider are three different outcomes. Measure them separately.
Run the free scan and get the complete findings.
Visible2 is not affiliated with similarly named brands in telecom, health, or clinical research. Visible2 is an independent consultancy.