A dentist in a major coastal metro and a dentist in a mid-size suburb are playing two entirely different competitive games when it comes to AI visibility, and city size alone doesn't explain the difference. In some markets, the practices AI assistants name have accumulated years of reviews, editorial mentions, and consistent public records. In others, a practice with a fairly modest footprint is turning up as the first suggestion across multiple assistants, simply because almost no local competitor has bothered to build one.
Why the gap isn't about city size
The instinct is to assume a bigger city means tougher competition, the same way it does for organic search rankings. AI recommendation doesn't follow that pattern, because it isn't measuring the same thing. A model deciding who to name is checking how well-documented and corroborated a practice is across the sources it happens to draw from — and that's a function of how much of the local field has already done that work, not how many people live in the city. A saturated market is one where most of the competent local practices have already built a real public record. A wide-open market is one where they haven't, regardless of population.
That's genuinely good news for a lot of practices. A newer practice in a market where competitors have been coasting on an old Google ranking and never built anything else can close the AI-visibility gap far faster than it could ever close a Google Maps ranking gap, because AI weighs current data quality and cross-source consistency more heavily than tenure. Editorial coverage compounds faster this way too — a single credible mention can pull a practice into an assistant's rotation within weeks, long before it would meaningfully move a backlink profile.
Where AI and Google genuinely disagree
One of the more useful things to understand is that the practices winning a Google Maps pack are frequently not the practices an AI assistant actually names for the same query. Google's local ranking leans hard on proximity and Google review volume specifically. AI assistants are synthesizing from a broader set of sources than that — which is exactly why a practice that's optimized its Google reviews and neglected everything else can rank well in Maps and still be nearly invisible to an assistant checking a wider picture. The reverse happens just as often. This divergence is the strongest argument for treating AI visibility as its own discipline rather than a side effect of local SEO — we go deeper on that framing in AI visibility for general dentists.
What's quietly at stake
This is happening in your market right now, whether you've checked or not. A patient searching for exactly your specialty this week got a name — maybe yours, maybe a competitor's with a no more impressive practice but an easier-to-verify presence. That patient doesn't compare further. They book with the name they were given.
What the data actually shows
RankCommander's AI Visibility Index has scanned a real, growing panel — 84 dental practices and counting, 3,549 individual AI platform answers evaluated so far. The median AI Visibility Score sitting there right now is 27 out of 100 — a failing grade on a 100-point scale, and it's where the typical practice in that panel already sits. Most practices have no real idea where they actually stand relative to it, in either direction. Thirteen percent of practices in that panel block major AI crawlers outright, meaning they were never in the running before a single patient even asked. The full live breakdown — updated as the panel keeps scanning — is public at the AI Visibility Index.
See your market's actual competitive landscape
Every market has its own AI recommendation pattern, and guessing which tier yours falls into wastes time a real scan would save. RankCommander's free scan shows exactly which practices ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, Grok, and Copilot are recommending in your city today, and where the realistic gap sits for your practice specifically.
Run a free AI visibility scan, get RankCommander on your side, and explore our dental GEO platform — before the practice across town closes the gap first.