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The Local AI Visibility Index

Gutter Services across 6 US markets

We measured every Gutter Services business Google Maps returns in 6 markets — 261 businesses in total — then asked 5 AI answer engines the same 10 customer questions in each one and recorded who got named.

Businesses
261
Markets
6
Questions
10 per market
Engines
5
Measured
July 2026

84.7%

of the best-reviewed Gutter Services businesses across 6 markets were named by no AI answer engine at all.

Finding 01

How often do the best-ranked local businesses show up in AI answers?

The businesses ranked highest on Google Maps still show up in only 11.0% of AI answers. Measured across 261 gutter services in 6 markets: across the best-ranked 10% by map position, an AI engine named them in 11.0% of the answers about their own category.

Ranking well clearly helps. It is also clearly not the thing that decides it — most of the best-ranked businesses across these 6 markets still never came up. And this is an average of markets that do not agree with each other: rank counted for more in the smaller markets we measured than in the larger ones.

Google Maps rank vs getting named — all 6 markets combined
Where they rank on Google MapsNamed by AIShare
The 1st third — best ranked on Maps18 of 8720.7%
The middle third11 of 8712.6%
The bottom third1 of 871.1%

Finding 02

How much of the AI answers do a handful of businesses take?

In the average local market, three businesses take 92.6% of everything AI answer engines say. Measured across 261 gutter services in 6 markets: the three most-named businesses in each market got 92.6% of all the mentions, and everyone else split what was left.

Finding 03

Are the best-reviewed local businesses named by AI answer engines?

84.7% of the best-reviewed local businesses are never named by an AI answer engine. Measured across 261 gutter services in 6 markets: among the top half by Google rank, star rating and review count combined, 84.7% show up in Google Maps but were named in none of the AI answers about their own category.

Finding 04

Do Google reviews decide whether AI names a business?

Google reviews do not decide whether AI answer engines name a business. Measured across 261 gutter services in 6 markets: neither the number of reviews nor the star rating tracked with getting named — both came out close enough to zero to mean nothing (review count -0.010, star rating -0.036, on a scale where 1.0 would be a perfect match).

Finding 05

Do different AI answer engines recommend the same businesses?

No two AI answer engines recommend the same local businesses. Measured across 261 gutter services in 6 markets: asked the same questions, any two engines agreed on somewhere between 4.5% and 52.2% of the businesses they named — so being named by one is no guarantee of being named by the others.

Across every market combined, each engine named a different share of the businesses measured: Gemini named 35, Perplexity named 35, Google AI Overview named 30, ChatGPT named 13, Claude named 10.

611902195ChatGPTGeminiPerplexity
Of the 52 businesses named by any of the three, all three agreed on 5.
How often two engines named the same business
Engine pairAgreed on
Gemini & Perplexity52.2%
Gemini & Google AI Overview47.7%
Perplexity & Google AI Overview44.4%
Claude & Perplexity28.6%
Claude & Google AI Overview25.0%
Claude & Gemini18.4%
ChatGPT & Perplexity17.1%
ChatGPT & Gemini11.6%
ChatGPT & Google AI Overview4.9%
ChatGPT & Claude4.5%

How much does this vary between markets?

Substantially. The share of businesses no engine named ranged from 70.4% to 95.7% across the 6 markets measured. Every market’s own figures are published on its own page, computed from that market alone.

Per-market results — 261 businesses across 6 markets
MarketBusinessesNever namedTop 3 took
Omaha, NE7690.8%87%
Dallas, TX6995.7%100%
Oshkosh, WI4393%100%
Bangor, ME2770.4%81.1%
Dalton, GA2680.8%88.3%
Anniston, AL2080%98.9%

How we measured it

In each of 6 markets we pulled every Gutter Services business Google Maps returns, then asked 5 AI answer engines the same 10 customer questions and recorded which ones each engine named.

Sample
261 businesses across 6 markets: Anniston, AL; Bangor, ME; Dallas, TX; Dalton, GA; Omaha, NE; Oshkosh, WI. A business with more than one listing is counted once per market. 27 listings that share the websites of 10 organizations are counted as those organizations, because AI engines cite an organization's site rather than any individual listing.
Market selection
The 6 markets were picked before any measuring started — deliberately spread across large, medium and small cities and across the country — and every market we opened is reported here, including the ones that came back less interesting.
Collection
10 customer questions per market, held identical across ChatGPT, Claude, Gemini, Perplexity and Google's AI Overview. 50 answers per market, July 2026.
Visibility
Share of answers naming or citing a practice, weighted by the reach of the engine that named it.
What we will and will not publish
A combined number only goes up when it covers at least 3 markets and 150 businesses, with a usable reading for at least half of them. Where markets disagree with each other, we publish the range as well as the average rather than hiding it.
Scope
One category, 6 US markets. Practices are never named. Answer engines change over time; these figures describe 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, across all 261 businesses.

Reputation signals vs getting named — 261 businesses
What we measuredHow closely it trackedWhat that means
Google Maps rank−0.227A slight connection
Review count−0.01No connection
Star rating−0.036No 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 — 6 markets, July 2026. Published by Moonline AEO GEO.