Skip to main content

The Local AI Visibility Index

Amarillo Mold Remediation

We asked 5 AI answer engines 10 questions a prospective customer would actually ask, then measured which of the market’s 12 businesses got named. 7 of them never came up once.

Market
Amarillo, TX
Businesses
12
Questions
10
Engines
5
Measured
July 2026

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

Named by AI — 5 businessesNever named — 7 businesses

58.3%

of Mold Remediation businesses in Amarillo 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 4 best-ranked businesses in Amarillo, 3 got named by an AI engine 75%. Of the 4 ranked lowest, 0 did. The single most-named business in this market ranked 2nd on Maps, coming up in 41% 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 business 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 — Amarillo
Where they rank on Google MapsNamed by AIShare
The 1st third — best ranked on Maps3 of 475%
The middle third2 of 450%
The bottom third0 of 40%

Finding 02

How many local businesses actually appear in AI answers?

Very few, and the ones that do take most of it. Of 12 businesses measured, 5 were named at least once and 7 were never named. The three most-named businesses took 89.8% of every mention in the market.

The most-named business came up in 41% of answers; the fourth came up in 9%; everything below that was 1% or less. A short shelf at the top, and a long floor underneath it.

Business A41%
Business B37%
Business C10%
Business D9%
Business E1%
7 businesses0%

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

Finding 03

Are the best-reviewed businesses invisible to AI?

Not in this market. All 3 of the strongest businesses in Amarillo were named by at least one engine.

Finding 04

Do Google reviews affect whether AI recommends you?

A little, here. In Amarillo the businesses AI named average 4.84 stars against 4.64 for the ones it never named.

5 businesses here were named by at least one engine, rating between 4.7 and 5.0 stars. 5 were named by none, rating between 3.6 and 5.0. The two groups overlap almost completely.

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

No. Asked the same questions about the same market, the closest any two engines came to agreeing was 80% of thebusinesses they named — and the furthest apart pair agreed on just 16.7%.

Each engine surfaced a different slice of the market: Gemini named 5, Google AI Overview named 5, Perplexity named 4, ChatGPT named 2, Claude named 2. Showing up in one does not mean showing up in the others, so checking yourself against a single assistant tells you very little.

1100031ChatGPTGeminiPerplexity
Of the 6 businesses named by any of the three, all three agreed on 1.
How often two engines named the same business
Engine pairAgreed on
Gemini & Perplexity80.0%
Perplexity & Google AI Overview80.0%
Gemini & Google AI Overview66.7%
Claude & Perplexity50.0%
ChatGPT & Google AI Overview40.0%
Claude & Gemini40.0%
Claude & Google AI Overview40.0%
ChatGPT & Claude33.3%
ChatGPT & Perplexity20.0%
ChatGPT & Gemini16.7%

How we measured it

We pulled every Mold Remediation business Google Maps returns for Amarillo12 of them, after combining duplicate listings of the same business — then asked 5 AI answer engines the same 10 customer questions and recorded which ones each engine named.

Who is in it
12 businesses, from everything Google Maps returns for "mold remediation" in Amarillo, TX. A business with more than one listing is counted once.
What we asked
10 questions a customer 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 business, 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 Amarillo and comes from that market alone — results differ between markets and we do not carry them across. We never name individual businesses. 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 — 12 businesses
What we measuredHow closely it trackedWhat that means
Google Maps rank−0.354A slight connection
Review count−0.035No connection
Star rating+0.032No 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 — Amarillo, July 2026. Published by Moonline AEO GEO.