A patient opens an AI assistant and asks for the best general dentist nearby who takes their insurance and sees new patients this week. In seconds, the assistant returns two or three names. If your practice isn't one of them, you weren't beaten by a competitor with a better website — you were beaten by a competitor whose digital footprint was simply easier for a model to verify.
General dentistry is the hardest category in AI search, for a specific structural reason. A specialist gets surfaced because their entity is narrow and distinct. A general dentist is competing in an undifferentiated category against every other family practice nearby, offering essentially the same services in essentially the same language. When a model can't tell two entities apart on substance, it falls back on whatever separates them in the public record.
Why a model trusts one practice and hedges on another
A model doesn't rank practices the way Google does. It's checking whether the same identity — name, address, credentials — shows up consistently across however many independent places it happens to check. A practice that reads the same way everywhere builds a strong, confident entity. A practice whose name is formatted three different ways across three directories, with a different phone number in each, splits into weaker, contradictory fragments in the model's understanding — and the model reaches for whichever competitor gave it something cleaner to work with. This is the same underlying pattern covered in our piece on NAP consistency and AI search.
Take a physician-style directory presence, for instance, as a useful illustration of the next layer up. "Claimed but incomplete" behaves almost like absent — a profile needs real specificity, not a paragraph of adjectives, and it needs to actually agree with what the practice's own website says. When a model checks a directory claim against a practice's own site and finds matching, specific content, its confidence in the whole entity goes up. Find nothing corroborating the claim, and it gets quietly discounted.
Reviews function less like a popularity contest and more like a freshness and specificity signal. A model has no way to know whether a practice with hundreds of reviews and nothing recent is still operating the way it used to — a thinner, actively growing review base often reads as more trustworthy than a much larger one that stopped growing. And text that names a specific procedure or a specific experience gives a model something to extract; "great office, friendly staff" gives it nothing distinguishable from every other practice's reviews.
What's quietly at stake
This is happening in your market right now, whether you've checked or not. A patient searching for exactly what you offer this week got a name — maybe yours, maybe a competitor's, no more capable but easier for the model to verify. 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.
Where this actually starts
The honest starting point is different for every practice. One with strong reviews and a stale directory profile is missing something completely different than one with a spotless directory presence and almost no recent reviews, and generic advice wastes the thing that would actually help each of them.
General dentistry is a crowded category, but the bar for AI visibility is still low enough that a practice willing to do the unglamorous identity work can move faster than its budget would suggest. Run a free AI visibility scan, get RankCommander on your side, and explore our dental program — we'll show you the prompts you're missing and the competitor getting cited instead of you.