Short answer: no agency can guarantee that ChatGPT will name your practice, and I'm not going to pretend otherwise to make a better pitch. AI placement can't be bought — there is no paid slot in an AI-generated recommendation, ours included. What I can give you instead is what we actually measured: in a June 2026 scan of 212 dental practices across two cities, the ones ChatGPT skipped almost all had good reviews and open crawler access already. The thing nearly all of them were missing was structured data.
If a vendor tells you they can get you cited in ChatGPT on a timeline, ask them what they measured to back that up. Here is what we measured, so you can compare.
What did we actually check?
We scanned 154 dental practices in Charlotte (June 6-23, 2026) and 58 in Columbus, OH (June 19-23, 2026) — 212 total — and for each one checked four things: whether ChatGPT named the practice when asked for local recommendations, whether robots.txt allowed AI crawlers, whether the site had complete structured data (LocalBusiness/Dentist schema), and the practice's Google review rating and count.
| What we checked, June 2026 | Charlotte (154 practices) | Columbus, OH (58 practices) |
|---|
| Named by ChatGPT | 2 of 154 (1.3%) | 0 of 58 |
| robots.txt open to AI crawlers | 147 of 154 (95.5%) | 54 of 58 (93.1%) |
| Complete structured data | 3 of 154 (1.9%) | 3 of 58 (5.2%) |
| Avg. rating of the practices ChatGPT skipped | 4.82? | 4.74? |
| Median review count of those practices | 264 | 205 |
Read that table plainly: the practices ChatGPT didn't name were not, on the whole, poorly reviewed or blocking crawlers. Almost all of them (93-96%) were already crawler-accessible, and the ones it skipped averaged 4.7-4.8 stars with 200+ reviews. The signal that was almost universally missing — in 95-98% of both cities — was complete structured data.
Is that a cause, or a correlation?
We're not going to overstate it: we did not test whether adding structured data changes whether a practice gets named. What we found is a pattern — among 212 practices where reviews and crawler access were already mostly solved, structured data was the one signal that was almost universally absent. We haven't run the experiment (add schema, re-measure) that would tell you it causes anything. That test is on our list; it isn't done yet, and we're not going to write around that gap.
What the pattern does tell you is where the low-hanging fruit probably isn't. If your reviews are already strong and your robots.txt is already open — which, on this data, describes almost every practice we scanned — spending more effort on those two things is unlikely to be what's holding you back.
So what should I actually check on my own site?
Three things, in the order our data suggests they're worth checking:
- robots.txt. Open
yourpractice.com/robots.txt and confirm GPTBot, OAI-SearchBot and ClaudeBot aren't disallowed. Most practices already pass this — 93-96% did in our scan — but it's a 30-second check. - Structured data. Check whether your site has LocalBusiness and Dentist schema. This is where 95-98% of the practices we scanned had nothing at all, and it was the one thing that distinguished the group ChatGPT skipped from the profile of a "healthy" site otherwise.
- Reviews. If you're already in the 4.7+ star, 200+ review range like most of the practices we scanned — including the ones that went unnamed — review volume is probably not your bottleneck. We've published a separate, more detailed look at the review data specifically, since it's a common place to (wrongly) suspect the problem lives.
None of this is a guarantee, and I'd be skeptical of anyone who tells you it is.
Common questions
Can any agency guarantee my practice will be cited in ChatGPT?
No agency can guarantee that an AI engine will name a practice, and Citevio does not offer that guarantee. AI placement cannot be bought; there is no paid slot in an AI recommendation.
If reviews and robots.txt are already fine, why isn't ChatGPT naming my practice?
We can't answer that for your specific site from a blog post, but in our 212-practice scan, the one signal almost every skipped practice was missing was complete structured data (95-98% had none). That's a pattern, not a proven cause — we haven't tested whether adding it changes the outcome.
Does ChatGPT even use Google rankings to find dentists?
No. ChatGPT's local retrieval draws primarily on Bing, alongside business-data providers and review signals — Google's index isn't the primary source it reads from. That's why a practice can hold a strong Google ranking and still never surface in ChatGPT: if Bing never picked the site up, there's little for ChatGPT to retrieve.
Where can I check the raw numbers behind this post myself?
The 212-practice scan sits inside our wider June 2026 field study of 527 US dental practice websites. The site-level measurements behind it — structured data, robots.txt access, and review data — are published as open CSVs under CC BY 4.0, along with the methodology and where our own measurement fell short, at citevio.com/data. I'm linking it so the numbers above can be checked rather than taken on trust.
About the author and disclosure
Muhammed Veysel Erin is the founder of Citevio. Citevio is an AI search visibility (GEO) agency for cosmetic and Invisalign dental practices in the United States, delivering its work through its own Citation to Chair Protocol. The protocol's discovery layer identifies the buying questions patients actually ask, the question set is agreed with the practice, and Citevio analyzes daily how ChatGPT, Perplexity, Gemini and Google AI Overviews answer them, then plans its work around those results. Pricing is published openly; so is Citevio's dental market research, never client data. Disclosure: I have a financial interest in Citevio. Citevio is a vendor, not a dental practice. No product or service is being offered in this post — the three checks above are things you or your web person can run yourselves, with no vendor required.