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The Local AI Visibility Index

Wilmington Plastic & Cosmetic Surgery

We asked 5 AI answer engines 10 questions a prospective patient would actually ask, then measured which of the market’s 28 practices got named. 23 of them never came up once.

Market
Wilmington, NC
Practices
28
Questions
10
Engines
5
Measured
July 2026

Every practice in the market · one dot each · ordered by Google Maps rank · lit = named by at least one engine

Named by AI — 5 practicesNever named — 23 practices

82.1%

of Plastic & Cosmetic Surgery practices in Wilmington were named in none of the 50 AI answers we collected.

Finding 01

Does ranking well on Google mean AI recommends you?

It helps, and it is nowhere near enough. Of the 9 best-ranked practices in Wilmington, 4 got named by an AI engine 44.4%. Of the 10 ranked lowest, 0 did. The single most-named practice in this market ranked 4th on Maps, coming up in 58% of answers.

Google rank and AI answers are decided by two different systems looking at different things. Your map position comes from how close you are, what category you are in, and how people engage with your listing. Whether an AI names you depends on whether it can find, read and trust a description of your practice in the sources it pulls from. Ranking first buys you better odds. It does not buy you the answer.

Google Maps rank vs getting named — Wilmington
Where they rank on Google MapsNamed by AIShare
The 1st third — best ranked on Maps4 of 944.4%
The middle third1 of 911.1%
The bottom third0 of 100%

Finding 02

How many local businesses actually appear in AI answers?

Very few, and the ones that do take most of it. Of 28 practices measured, 5 were named at least once and 23 were never named. The three most-named practices took 82.1% of every mention in the market.

The most-named practice came up in 58% of answers; the fourth came up in 13%; everything below that was 12% or less. A short shelf at the top, and a long floor underneath it.

Practice A58%
Practice B34%
Practice C23%
Practice D13%
Practice E12%
23 practices0%

Bar length is the share of all 50 answers, so a full bar would mean every answer named them.

Practice A is one organization — 6 Google Maps listings that share its website, counted once because AI engines cite the organization’s site rather than any individual listing.

Practice C is one organization — 4 Google Maps listings that share its website, counted once because AI engines cite the organization’s site rather than any individual listing.

Practice D is one organization — 3 Google Maps listings that share its website, counted once because AI engines cite the organization’s site rather than any individual listing.

Practice E is one organization — 7 Google Maps listings that share its website, counted once because AI engines cite the organization’s site rather than any individual listing.

Finding 03

Are the best-reviewed practices invisible to AI?

Often, yes. Take the 7 strongest practices in Wilmington — the top 25% once you combine Google rank, star rating and number of reviews — and 5 were never named by any engine. That is 71.4% of the best practices in town, missing from every answer.

One of them ranks 5th on Maps with 4.8 stars, and was named zero times across all 50 answers. One of them ranks 16th on Maps with 4.9 stars, and was named zero times across all 50 answers. Their patients rate them highly and Google ranks them well. The AI engines do not know they exist.

Why this matters more than who came first. The practices at the top of this market are already competitive. The practices with the most to gain are the 5 practices that earned a top-25% reputation and get none of the benefit of it in AI answers.

Finding 04

Do Google reviews affect whether AI recommends you?

Not measurably. In Wilmington the practices AI named average 4.72 stars and the ones it never named average 4.69 — near enough to identical that ratings are clearly not what is deciding it.

5 practices here were named by at least one engine, rating between 4.3 and 5.0 stars. 20 were named by none, rating between 3.8 and 5.0. The two groups overlap almost completely.

Reviews do real work in the map pack and in how patients choose. This measures something narrower: whether they are what makes an AI say your name. In Wilmington the answer is what the numbers above say it is, and it is not the same answer in every market we measured.

Finding 05

Do ChatGPT, Gemini and Perplexity recommend the same practices?

No. Asked the same questions about the same market, the closest any two engines came to agreeing was 83.3% of thepractices they named — and the furthest apart pair agreed on just 22.2%.

Each engine surfaced a different slice of the market: Gemini named 8, Perplexity named 8, Google AI Overview named 6, Claude named 5, ChatGPT named 3. Showing up in one does not mean showing up in the others, so checking yourself against a single assistant tells you very little.

0100152ChatGPTGeminiPerplexity
Of the 9 practices named by any of the three, all three agreed on 2.
How often two engines named the same business
Engine pairAgreed on
Claude & Google AI Overview83.3%
Gemini & Perplexity77.8%
Perplexity & Google AI Overview75.0%
Claude & Perplexity62.5%
Gemini & Google AI Overview55.6%
ChatGPT & Google AI Overview50.0%
Claude & Gemini44.4%
ChatGPT & Perplexity37.5%
ChatGPT & Claude33.3%
ChatGPT & Gemini22.2%

How we measured it

We pulled every Plastic & Cosmetic Surgery practice Google Maps returns for Wilmington28 of them, after combining duplicate listings of the same practice — then asked 5 AI answer engines the same 10 patient questions and recorded which ones each engine named.

Who is in it
28 practices, from everything Google Maps returns for "plastic surgeon" in Wilmington, NC. A practice with more than one listing is counted once. 41 listings that share the websites of 10 organizations are counted as those organizations, because AI engines cite the organization's site rather than any individual listing.
What we asked
10 questions a patient would actually ask, kept identical across ChatGPT, Claude, Gemini, Perplexity and Google's AI Overview. 50 answers in total, July 2026.
How we scored it
The share of answers that named or cited a practice, weighted by how many people use the engine that named it.
How we ranked reputation
Google Maps position, star rating adjusted for how many reviews back it up, and review count on a sliding scale that levels off around a thousand.
Scope
One market, one category. Every number on this page describes Wilmington and comes from that market alone — results differ between markets and we do not carry them across. We never name individual practices. AI engines change over time; this describes July 2026.

For anyone who wants the statistics

The findings above are counts, which is how most people want to read them. Here are the same relationships as correlations, for readers who prefer them.

Reputation signals vs getting named — 28 practices
What we measuredHow closely it trackedWhat that means
Google Maps rank−0.467A clear connection
Review count−0.165No real connection
Star rating−0.117No real connection

Reading the middle column: 0.0 means the two things had nothing to do with each other. 1.0 would mean they moved together perfectly. A minus sign means they moved in opposite directions. Anything under about 0.2 either way is noise.

The Local AI Visibility Index — Wilmington, July 2026. Published by Moonline AEO GEO.