
Be the clearest answer to the question your buyers actually ask, on pages an AI can read. That means structured data stating what you do and where, content written as direct answers, crawlers unblocked, and other sites mentioning you.
What it does not mean is more reviews. We checked 29 Austin dental practices across ChatGPT, Gemini and Perplexity. 21 of them — 72% — were named in none of the questions a patient asks before choosing a dentist. Five of the ten most-reviewed practices in the sample were among them.
On 4 September 2026 we asked ChatGPT, Gemini and Perplexity between 17 and 31 buyer questions about each of 40 Austin-area dental practices — questions like “best dentist in Austin” and “affordable dentist near me”. 29 returned a complete result across all three engines.
named in zero questions. Not ranked low — absent from every answer.
most-reviewed practices were invisible, including one with 5.0 stars and 1,180 reviews.
median reviews for named versus invisible practices. Reviews correlate, but weakly.
The most striking pattern in the data is how little a strong review profile protects you. These are real practices from the sample, all with excellent ratings, all named in zero answers:
A person searching Google would find all four of these practices immediately. An AI asked the same question names someone else. That gap is the whole problem, and it is new enough that most owners have not looked.
In the order we would do them.
Schema markup is how a machine learns your trade, your city and your hours without guessing from prose. It is the single most common thing missing on the sites we check, and it is the difference between an engine knowing you are a dentist in Austin and inferring it.
Buyers ask "who is the best dentist in Austin" and "how much does an implant cost". Pages that answer those questions directly, with the question as a heading and the answer in the first two sentences, are what an engine quotes. Pages about your practice philosophy are not.
Some sites block the very agents that would cite them. Check robots.txt for GPTBot, PerplexityBot and Google-Extended, and add an llms.txt describing what your site covers. Almost no local business has one yet, which is exactly why it is worth ten minutes.
Engines weigh what other sources say about you. Local press, directories, supplier pages, and genuine reviews that describe the work rather than just rating it. This is the slow part, and it is the part that decides who gets named.
Be the clearest answer to the question your buyers ask, on pages an AI can read. In practice that means structured data that states what you do and where, content written as direct answers to buyer questions, no crawler blocks, and consistent mentions across the web. Reviews alone will not do it — we measured practices with over a thousand five-star reviews that are named in zero answers.
Largely, yes. ChatGPT, Gemini and Perplexity ground their answers in web content retrieved through search indexes and their own crawlers. If your site is not being retrieved for a question, you are usually not in the set of sources the model draws on when it answers it.
Not on their own. Across 29 Austin dental practices we found the median review count of named businesses was 938 and of invisible ones 668 — so reviews correlate, but weakly. Five of the ten most-reviewed practices in our sample were named in zero questions, including one with a 5.0 rating and 1,180 reviews.
Technical fixes such as schema markup, llms.txt and unblocking crawlers can be read within days of your next crawl. Being named in answers takes longer, because it depends on how often other sources reference you. Expect weeks to months, not days.
Ask it the questions your customers ask before they buy, in your city, and see whether you are named. Doing that by hand across three engines takes an afternoon. Our free check does it in about 20 seconds and shows which competitors were named instead.
We ask the three engines the questions your buyers ask, and show you how many named you — and who was named instead. About 20 seconds, no signup.
40 Austin-area dental practices were selected from Google Places, filtered to those with their own website. Each was checked on 4 September 2026 using Sagelyn's visibility tool, which puts between 17 and 31 buyer questions to OpenAI, Perplexity and Gemini and records whether the business is named in the answer. Practices whose website listed a different city were excluded, and 5 returned incomplete results across the engines and are not counted. 29 complete results remain. Review counts and ratings are from Google Places on the same date.