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The Local AI Visibility Index

Amarillo Insurance Agencies

We asked 5 AI answer engines 10 questions a prospective customer would actually ask, then measured which of the market’s 65 businesses got named. 60 of them never came up once.

Market
Amarillo, TX
Businesses
65
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 — 60 businesses

92.3%

of Insurance Agencies 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 21 best-ranked businesses in Amarillo, 4 got named by an AI engine 19%. Of the 23 ranked lowest, 0 did. The single most-named business in this market ranked 18th on Maps, coming up in 21% 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 Maps4 of 2119%
The middle third1 of 214.8%
The bottom third0 of 230%

Finding 02

How many local businesses actually appear in AI answers?

Very few, and the ones that do take most of it. Of 65 businesses measured, 5 were named at least once and 60 were never named. The three most-named businesses took 84.7% of every mention in the market.

The most-named business came up in 21% of answers; the fourth came up in 10%; everything below that was 1% or less. A short shelf at the top, and a long floor underneath it.

Business A21%
Business B20%
Business C20%
Business D10%
Business E1%
60 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?

Often, yes. Take the 16 strongest businesses in Amarillo — the top 25% once you combine Google rank, star rating and number of reviews — and 13 were never named by any engine. That is 81.2% of the best businesses in town, missing from every answer.

One of them ranks 2nd on Maps with 4.9 stars, and was named zero times across all 50 answers. One of them ranks 4th on Maps with 4.9 stars, and was named zero times across all 50 answers. Their customers 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 businesses at the top of this market are already competitive. The businesses with the most to gain are the 13 businesses 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 Amarillo the businesses AI named average 4.72 stars and the ones it never named average 4.74 — near enough to identical that ratings are clearly not what is deciding it.

5 businesses here were named by at least one engine, rating between 4.1 and 5.0 stars. 57 were named by none, rating between 3.0 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 44.4% of thebusinesses they named — and the furthest apart pair agreed on just 0%.

Each engine surfaced a different slice of the market: Google AI Overview named 14, Perplexity named 12, Gemini named 6, ChatGPT named 5. Showing up in one does not mean showing up in the others, so checking yourself against a single assistant tells you very little.

2082031ChatGPTGeminiPerplexity
Of the 16 businesses named by any of the three, all three agreed on 1.
How often two engines named the same business
Engine pairAgreed on
Perplexity & Google AI Overview44.4%
ChatGPT & Gemini37.5%
Gemini & Perplexity28.6%
Gemini & Google AI Overview25.0%
ChatGPT & Google AI Overview11.8%
ChatGPT & Perplexity6.2%
ChatGPT & Claude0.0%
Claude & Gemini0.0%
Claude & Perplexity0.0%
Claude & Google AI Overview0.0%

How we measured it

We pulled every Insurance Agencies business Google Maps returns for Amarillo65 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
65 businesses, from everything Google Maps returns for "insurance agencies" in Amarillo, TX. A business with more than one listing is counted once. 14 listings that share the websites of 4 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 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 — 65 businesses
What we measuredHow closely it trackedWhat that means
Google Maps rank−0.192No real connection
Review count−0.052No connection
Star rating−0.041No 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.