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AI Visibility of Miami Dental Practices: What ChatGPT, Gemini and Perplexity Actually Recommend

Measured July 12, 202689 practices30 prompts × 3 enginesReal data

More and more patients ask AI assistants questions like "who's the best dentist near me?" instead of scrolling through search results. So we ran a simple test. On July 12, 2026, we asked ChatGPT, Gemini, and Perplexity the kinds of questions real patients ask about dentists in the Miami metro area. Then we counted which practices the AI actually recommended.

The headline finding: 23 of the 89 Miami-area practices we tracked — 26% — never appeared in a single AI answer. And even the practices that do appear barely register: the typical practice scored 2.7 out of 100, and the best-scoring one reached only 26.3. Being mentioned once or twice is not the same as being the name AI reaches for.

This page walks through what we measured, what the numbers say, and where the limits of this data are. Every number below comes from real AI answers we collected and stored, so the results can be rechecked.

26%

of the 89 tracked practices never appeared in any AI answer (23 of 89)

3.7/100

average AI Visibility Score across the sample

26.3/100

the best score in the sample — no practice is truly visible yet

~5.8

practices named in an average AI answer

Of 89 tracked practices

appeared at least once (66)never appeared (23)

Methodology

We wrote 30 prompts that sound like real patients, not marketers. They covered four kinds of questions: "best of" requests, comparisons between practices, specific needs (like a particular service or insurance), and urgent situations. We ran the prompts across three AI engines — ChatGPT, Gemini, and Perplexity — which gave us 138 valid answers.

Who is in the tracked group: 89 dental practices across the Miami metro area — the city plus suburbs like Miami Beach, Coral Gables and Hialeah — every practice we could confirm as a real, operating business, including every practice the AI engines themselves named in their answers. We measure the metro on purpose: when a patient asks about "Miami", the AI answers with names from the whole metro, so a narrower sample would miss the actual competition.

From those answers, we counted 794 individual recommendations naming 334 distinct dental practices. Each recommendation is an exact quote from the answer text — no guessing, no interpretation. We store the raw answers in full, so every number on this page can be recomputed from the original data.

One thing we measure on purpose: frequency, not rank. AI assistants don't have a fixed ranking the way Google search results do — the same question can get a different answer tomorrow. So the honest metric is how often a practice gets recommended across many realistic questions — that is what the visibility score reflects.

A note for owners who already invest in SEO: this is a different measurement. SEO is about where you rank on Google. This benchmark is about whether AI assistants recommend you when a patient asks. A practice can do well on one and be invisible on the other.

Results

The first thing the data shows is that AI assistants are generous with names. An average answer recommended about 5.8 practices. There is room on that shortlist — but a spot on it is not guaranteed: a quarter of the tracked practices never claimed one.

Scores tell the deeper story. Across the 89 practices we tracked, the average visibility score was 3.7 out of 100, and the median was 2.7 — the typical Miami-area practice gets recommended only occasionally, on the edge of the conversation. Even the best-scoring practice reached only 26.3 out of 100. Nobody in this market is close to owning AI recommendations right now.

Mentions are also spread remarkably thin. The 5 most-mentioned practices together captured just 14% of all recommendations, and the AI engines named 334 distinct practices in total. In plain terms: as of July 12, 2026, AI visibility in Miami dental is wide open. No practice has locked it up, and the gap between "invisible" and "most visible" is small enough that it can move.

Aggregated results of the dental practices AI visibility measurement
MetricValue
Dental practices tracked89
Customer-style prompts30 (best-of, comparison, attribute and urgency questions)
AI enginesChatGPT, Gemini, Perplexity
Valid AI answers collected138
Recommendations parsed794
Distinct names mentioned334
Tracked practices never mentioned23 of 89 (26%)
Average / median visibility score3.7 / 2.7 out of 100
Best score in the sample26.3 out of 100
Share of mentions captured by 5 most-named14%

Where AI gets its information

When AI recommended dental practices in this market, it cited 1,227 sources in total. Most were the practices’ own websites. These are the third-party platforms it cited most — the places worth being present and accurate on.

Most-cited third-party platforms

  • Healthgrades57 citations
  • Yelp48 citations
  • Zocdoc36 citations
  • Instagram11 citations
  • Reddit9 citations
  • ADA8 citations
Individual practices’ own websites (combined)
962
Directories & professional sites (combined)
87

Individual businesses are aggregated into a single total — we never publish specific company names.

Limitations

  • This is a snapshot from one day — July 12, 2026. AI answers change over time, and the same question can get different answers on different runs.
  • We used 30 prompts. They cover common patient questions, but different wording could surface different practices. The numbers describe our sample, not every possible question.
  • We tracked 89 practices, while the AI engines named 334 distinct names — including chains, businesses outside the metro, and names we could not verify as real practices. Our percentages apply to the tracked group, not to every dentist in the Miami area.
  • Visibility measures how often a practice is recommended by AI — it says nothing about the quality of care a practice provides.
  • Nothing here is a guarantee. No one can promise that an AI assistant will recommend a specific business — anyone who promises that isn't being honest. Closing specific gaps raises the probability; it does not guarantee the outcome.

Where does your practice stand?

Want to know how often ChatGPT, Gemini, and Perplexity recommend your own practice — and who they recommend instead? Get a free AI Visibility Snapshot.

Run a Free AI Visibility Snapshot

Want the playbook behind these numbers? Read how AI picks which dentists to recommend — the questions patients actually ask, and what makes an engine name you.