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The Local AI Visibility Index

Philadelphia hair restoration

We asked 5 AI answer engines 10 questions a prospective client would actually ask, then measured which of the market’s 51 clinics got named. 43 of them never came up once.

Market
Philadelphia, PA
Clinics
51
Questions
10
Engines
5
Measured
July 2026

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

Named by AI — 8 clinicsNever named — 43 clinics

84.3%

of hair restoration clinics in Philadelphia 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 17 best-ranked clinics in Philadelphia, 6 got named by an AI engine 35.3%. Of the 17 ranked lowest, 0 did. The single most-named clinic in this market ranked 27th on Maps, coming up in 40% 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 clinic 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 — Philadelphia
Where they rank on Google MapsNamed by AIShare
The 1st third — best ranked on Maps6 of 1735.3%
The middle third2 of 1711.8%
The bottom third0 of 170%

Finding 02

How many local businesses actually appear in AI answers?

Very few, and the ones that do take most of it. Of 51 clinics measured, 8 were named at least once and 43 were never named. The three most-named clinics took 59.6% of every mention in the market.

The most-named clinic came up in 40% of answers; the fourth came up in 14%; everything below that was 14% or less. A short shelf at the top, and a long floor underneath it.

Clinic A40%
Clinic B26%
Clinic C15%
Clinic D14%
Clinic E14%
Clinic F13%
Clinic G13%
Clinic H1%
43 clinics0%

Finding 03

Are the best-reviewed clinics invisible to AI?

Often, yes. Take the 12 strongest clinics in Philadelphia — the top 25% once you combine Google rank, star rating and number of reviews — and 8 were never named by any engine. That is 66.7% of the best clinics in town, missing from every answer.

One of them ranks 6th on Maps with 4.9 stars, and was named zero times across all 50 answers. One of them ranks 16th on Maps with 5.0 stars, and was named zero times across all 50 answers. Their clients 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 clinics at the top of this market are already competitive. The clinics with the most to gain are the 8 clinics 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?

A little, here. In Philadelphia the clinics AI named average 4.90 stars against 4.75 for the ones it never named.

6 clinics here were named by at least one engine, rating between 4.5 and 5.0 stars. 41 were named by none, rating between 3.5 and 5.0. The two groups overlap almost completely.

Reviews do real work in the map pack and in how clients choose. This measures something narrower: whether they are what makes an AI say your name. In Philadelphia 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 clinics?

No. Asked the same questions about the same market, the closest any two engines came to agreeing was 72.7% of theclinics they named — and the furthest apart pair agreed on just 41.7%.

Each engine surfaced a different slice of the market: Perplexity named 11, Gemini named 9, Google AI Overview named 9, ChatGPT named 8, Claude named 8. Showing up in one does not mean showing up in the others, so checking yourself against a single assistant tells you very little.

How often two engines named the same business
Engine pairAgreed on
Claude & Perplexity72.7%
Claude & Google AI Overview70.0%
Gemini & Google AI Overview63.6%
ChatGPT & Claude60.0%
ChatGPT & Google AI Overview54.5%
Claude & Gemini54.5%
Gemini & Perplexity53.8%
Perplexity & Google AI Overview53.8%
ChatGPT & Perplexity46.2%
ChatGPT & Gemini41.7%

How we measured it

We pulled every hair restoration clinic Google Maps returns for Philadelphia51 of them, after combining duplicate listings of the same clinic — then asked 5 AI answer engines the same 10 client questions and recorded which ones each engine named.

Who is in it
51 clinics, from everything Google Maps returns for "hair restoration" in Philadelphia, PA. A clinic with more than one listing is counted once.
What we asked
10 questions a client 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 clinic, 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 Philadelphia and comes from that market alone — results differ between markets and we do not carry them across. We never name individual clinics. 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 — 51 clinics
What we measuredHow closely it trackedWhat that means
Google Maps rank−0.26A slight connection
Review count−0.008No connection
Star rating+0.172No 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 — Philadelphia, July 2026. Published by Moonline AEO GEO.