Mansfield Ophthalmology (Refractive / Cosmetic)

Finding 01

Does ranking well on Google mean AI recommends you?

It helps, and it is nowhere near enough. Of the 23 best-ranked practices in Mansfield, 13 got named by an AI engine — 56.5%. Of the 24 ranked lowest, 5 did. The single most-named practice in this market ranked 1st on Maps, coming up in 50% 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.

Finding 02

How many local businesses actually appear in AI answers?

Very few, and the ones that do take most of it. Of 70 practices measured, 22 were named at least once and 48 were never named. The three most-named practices took 20.9% of every mention in the market.

The most-named practice came up in 50% of answers; the fourth came up in 50%; everything below that was 50% or less. A short shelf at the top, and a long floor underneath it.

Finding 03

Are the best-reviewed practices invisible to AI?

Often, yes. Take the 17 strongest practices in Mansfield — 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 12th on Maps with 4.8 stars, and was named zero times across all 50 answers. One of them ranks 17th on Maps with 5.0 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.

Finding 04

Do Google reviews affect whether AI recommends you?

A little, here. In Mansfield the practices AI named average 4.34 stars against 4.23 for the ones it never named.

16 practices here were named by at least one engine, rating between 3.0 and 5.0 stars. 45 were named by none, rating between 2.0 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 Mansfield 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 96.2% of thepractices they named — and the furthest apart pair agreed on just 41.7%.

Each engine surfaced a different slice of the market: Gemini named 26, Perplexity named 25, Google AI Overview named 23, ChatGPT named 22, Claude named 12. Showing up in one does not mean showing up in the others, so checking yourself against a single assistant tells you very little.

How we measured it

We pulled every Ophthalmology (Refractive / Cosmetic) practice Google Maps returns for Mansfield — 70 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

70 practices, from everything Google Maps returns for "eye doctor" in Mansfield, OH. 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 Mansfield 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.