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The Local AI Visibility Index

Savannah Ophthalmology (Refractive / Cosmetic)

We asked 5 AI answer engines 10 questions a prospective patient would actually ask, then measured which of the market’s 68 practices got named. 40 of them never came up once.

Market
Savannah, GA
Practices
68
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 — 28 practicesNever named — 40 practices

58.8%

of Ophthalmology (Refractive / Cosmetic) practices in Savannah 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 22 best-ranked practices in Savannah, 10 got named by an AI engine 45.5%. Of the 24 ranked lowest, 12 did. The single most-named practice in this market ranked 5th on Maps, coming up in 51% 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 — Savannah
Where they rank on Google MapsNamed by AIShare
The 1st third — best ranked on Maps10 of 2245.5%
The middle third6 of 2227.3%
The bottom third12 of 2450%

Finding 02

How many local businesses actually appear in AI answers?

Very few, and the ones that do take most of it. Of 68 practices measured, 28 were named at least once and 40 were never named. The three most-named practices took 20.5% of every mention in the market.

The most-named practice came up in 51% of answers; the fourth came up in 21%; everything below that was 21% or less. A short shelf at the top, and a long floor underneath it.

Practice A51%
Practice B31%
Practice C31%
Practice D21%
Practice E21%
Practice F21%
Practice G21%
Practice H21%
Practice I21%
Practice J21%
Practice K21%
Practice L21%
Practice M21%
Practice N21%
Practice O21%
Practice P21%
Practice Q21%
Practice R21%
Practice S21%
Practice T21%
Practice U21%
Practice V10%
Practice W10%
Practice X10%
Practice Y10%
Practice Z10%
Practice AA10%
Practice AB1%
40 practices0%

Finding 03

Are the best-reviewed practices invisible to AI?

Often, yes. Take the 17 strongest practices in Savannah — the top 25% once you combine Google rank, star rating and number of reviews — and 11 were never named by any engine. That is 64.7% of the best practices in town, missing from every answer.

One of them ranks 1st on Maps with 4.8 stars, and was named zero times across all 50 answers. One of them ranks 4th on Maps with 4.3 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 11 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 the way you would expect. In Savannah the practices AI named average 4.13 stars, and the ones it never named average 4.51 stars. The better-rated practices are the ones getting left out.

26 practices here were named by at least one engine, rating between 1.0 and 5.0 stars. 40 were named by none, rating between 3.1 and 5.0. The two groups overlap, and the better-rated group is the one being left out.

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 Savannah 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 81.1% of thepractices they named — and the furthest apart pair agreed on just 0%.

Each engine surfaced a different slice of the market: Perplexity named 42, Gemini named 35, Google AI Overview named 32, ChatGPT named 22, Claude named 4. 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
Gemini & Google AI Overview81.1%
Gemini & Perplexity79.1%
Perplexity & Google AI Overview76.2%
ChatGPT & Google AI Overview63.6%
ChatGPT & Gemini58.3%
ChatGPT & Perplexity52.4%
Claude & Perplexity9.5%
Claude & Google AI Overview9.1%
Claude & Gemini8.3%
ChatGPT & Claude0.0%

How we measured it

We pulled every Ophthalmology (Refractive / Cosmetic) practice Google Maps returns for Savannah68 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
68 practices, from everything Google Maps returns for "eye doctor" in Savannah, GA. A practice with more than one listing is counted once.
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 Savannah 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 — 68 practices
What we measuredHow closely it trackedWhat that means
Google Maps rank+0.02No connection
Review count−0.026No connection
Star rating−0.263A slight 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 — Savannah, July 2026. Published by Moonline AEO GEO.