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The Local AI Visibility Index · By industry

State of AI Visibility: Home Services

Every company Google Maps returned for 10 searches in 56 US markets, 3579 in total. In each market we asked 5 AI answer engines the same 10 customer questions and recorded who got named.

Companies
3579
Markets
56
Searches
10
Questions
10 per market
Engines
5
Measured
August 2026

90.3%

of well-reviewed home services companies, at least 4.5 stars on 50 or more Google reviews, were named by no AI answer engine. That is 998 of the 1105 well-reviewed companies across 56 markets.

Finding 01

Being well reviewed did not get most home services companies named

90.3% of well-reviewed home services companies are never named by an AI answer engine. Measured across 3,579 home services companies in 56 markets: of the 1,105 with at least 4.5 stars and 50 Google reviews, 998 were named in none of the AI answers about their own category.

Well-reviewed companies: 4.5+ stars, 50+ reviews
Well-reviewed companies measured1105
Named by at least one engine107
Named by none998

Google reviews do not decide whether AI answer engines name a business. Measured across 3,579 home services companies in 56 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 +0.061, star rating +0.022, on a scale where 1.0 would be a perfect match).

Finding 02

Which engines name home services companies at all

Perplexity named the most: 433 of the 3579 companies measured, 12.1%. ChatGPT named the fewest, 107.

Companies each engine named, all 56 markets combined
EngineCompanies namedShare of 3579
Perplexity43312.1%
Gemini36810.3%
Google AI Overview2707.5%
Claude1283.6%
ChatGPT1073%

Being named by one engine is not being named by the others. The closest any two engines came to naming the same companies was 45.9% (Gemini & Perplexity).

How often two engines named the same business
Engine pairAgreed on
Gemini & Perplexity45.9%
Gemini & Google AI Overview41.5%
Perplexity & Google AI Overview40.6%
Claude & Google AI Overview24.8%
Claude & Gemini22.5%
Claude & Perplexity22.2%
ChatGPT & Gemini17.9%
ChatGPT & Google AI Overview16.7%
ChatGPT & Perplexity14.9%
ChatGPT & Claude13.0%

Finding 03

The home services companies the engines name most

J&RS in Duluth, MN came up in 92% of the 50 answers collected in its market, the highest share of any company measured. The 10 most-named companies are listed below by name.

Each share is of the 50 answers collected in that company’s own market. Companies no engine named are counted in the figures above and are not listed anywhere by name.

The 10 most-named companies across 56 markets
CompanyMarketShare of answers
J&RSDuluth, MN92%
Danny Odom Roofing CompanyFayetteville, NC92%
Class A ConstructionRochester, NY91%
M&D ConstructionFayetteville, NC91%
Quality Homes of RochesterRochester, NY91%
Patriot ConstructionRochester, NY91%
Broussard Air Conditioning · one organization, 2 listingsLafayette, LA91%
Appliance DoctorGreat Falls, MT73%
Arizona Foundation Solutions LLCPhoenix, AZ70%
Thrasher Foundation RepairPeoria, IL65%

The 56 markets measured, and how far apart they are

The share of home services companies no engine named ranged from 81.2% in Grants Pass, OR to 100% in Bend, OR. A company’s own market is the figure that applies to it, so each market is reported on its own numbers and linked where its page is published.

Per-market results · 3579 companies across 56 markets
MarketSearched asCompaniesNever named
Rochester, MNconcrete and masonry; window replacement14893.2%
Phoenix, AZconcrete and masonry; foundation repair13893.5%
Columbus, OHwindow replacement9193.4%
Eau Claire, WIwindow replacement8793.1%
Flagstaff, AZwindow replacement8592.9%
Asheville, NCpainting services8491.7%
Rochester, NYhome remodeling contractors8396.4%
Cape Coral, FLroofing8296.3%
Ogden, UTconcrete and masonry8297.6%
Madison, WIHVAC8197.5%
Logan, UTelectrical services7994.9%
Tyler, TXhome remodeling contractors7891%
Poughkeepsie, NYpainting services7593.3%
Fort Collins, COplumbing7491.9%
Riverside, CAhome remodeling contractors7498.6%
Duluth, MNhome remodeling contractors7295.8%
Lafayette, LAHVAC7291.7%
Savannah, GAfoundation repair7294.4%
Victoria, TXhome remodeling contractors7294.4%
Roanoke, VAHVAC7194.4%
Fresno, CAwindow replacement7091.4%
Fort Wayne, INplumbing6991.3%
Joplin, MOHVAC6994.2%
Los Angeles, CAappliance repair6998.6%
Worcester, MAroofing6997.1%
Santa Fe, NMelectrical services6892.6%
Lake Havasu City, AZplumbing6792.5%
Dubuque, IApainting services6690.9%
Fayetteville, NCroofing6697%
Chattanooga, TNappliance repair6590.8%
Chambersburg, PApainting services6493.8%
Hickory, NCappliance repair6487.5%
Philadelphia, PAfoundation repair6496.9%
Decatur, ALappliance repair6395.2%
Pocatello, IDelectrical services6190.2%
Macon, GApainting services6095%
Gulfport, MSelectrical services5994.9%
Owensboro, KYroofing5993.2%
Peoria, ILfoundation repair5891.4%
Columbia, SCplumbing5789.5%
Bellingham, WAHVAC5596.4%
Bend, ORfoundation repair54100%
Sioux Falls, SDconcrete and masonry5388.7%
Goldsboro, NCpainting services5290.4%
Springfield, MAelectrical services5192.2%
Augusta, GAelectrical services4593.3%
Boulder, COconcrete and masonry4493.2%
Great Falls, MTappliance repair4085%
Houma, LAwindow replacement4095%
Pittsburg, KShome remodeling contractors2986.2%
Trenton, NJplumbing2986.2%
Sheboygan, WIappliance repair2889.3%
Pueblo, COconcrete and masonry2696.2%
Grants Pass, ORHVAC1681.2%
Mansfield, OHfoundation repair1593.3%
Wheeling, WVplumbing1593.3%

What a company owner should take from this

90.3% of the companies with at least 4.5 stars and 50 reviews came up in none of the answers. Reviews are what a customer checks; across these markets they were not what decided who the engines named.

The engines do not agree with each other. Perplexity named 433 companies and ChatGPT named 107, and the companies one engine names are mostly not the ones another engine names.

In the average local market, three businesses take 90.2% of everything AI answer engines say. Measured across 3,579 home services companies in 56 markets: the three most-named businesses in each market got 90.2% of all the mentions, and everyone else split what was left.

The share no engine named ranged from 81.2% to 100% between markets. The number that applies to a company is its own market’s, and its own answers are what it can change.

How we measured it

In each market we pulled every company Google Maps returns for the searches below, then asked 5 AI answer engines the same 10 customer questions and recorded which ones each engine named. The questions were held identical across ChatGPT, Claude, Gemini, Perplexity and Google’s AI Overview, and a company with more than one listing is counted once per market.

Searches
"HVAC" (364 companies, 6 markets); "electrical services" (363 companies, 6 markets); "plumbing" (311 companies, 6 markets); "roofing" (276 companies, 4 markets); "foundation repair" (345 companies, 6 markets); "appliance repair" (329 companies, 6 markets); "painting services" (401 companies, 6 markets); "window replacement" (457 companies, 6 markets); "home remodeling contractors" (408 companies, 6 markets); "concrete and masonry" (325 companies, 6 markets).
Sample
3579 companies across 56 markets: Asheville, NC; Augusta, GA; Bellingham, WA; Bend, OR; Boulder, CO; Cape Coral, FL; Chambersburg, PA; Chattanooga, TN; Columbia, SC; Columbus, OH; Decatur, AL; Dubuque, IA; Duluth, MN; Eau Claire, WI; Fayetteville, NC; Flagstaff, AZ; Fort Collins, CO; Fort Wayne, IN; Fresno, CA; Goldsboro, NC; Grants Pass, OR; Great Falls, MT; Gulfport, MS; Hickory, NC; Houma, LA; Joplin, MO; Lafayette, LA; Lake Havasu City, AZ; Logan, UT; Los Angeles, CA; Macon, GA; Madison, WI; Mansfield, OH; Ogden, UT; Owensboro, KY; Peoria, IL; Philadelphia, PA; Phoenix, AZ; Pittsburg, KS; Pocatello, ID; Poughkeepsie, NY; Pueblo, CO; Riverside, CA; Roanoke, VA; Rochester, MN; Rochester, NY; Santa Fe, NM; Savannah, GA; Sheboygan, WI; Sioux Falls, SD; Springfield, MA; Trenton, NJ; Tyler, TX; Victoria, TX; Wheeling, WV; Worcester, MA. A company returned by two of the searches in the same market is counted once. 141 listings that share the websites of 62 organizations are counted as those organizations, because AI engines cite an organization's site rather than any individual listing.
Well-reviewed
A company with a Google rating of at least 4.5 on at least 50 reviews. 1105 of the 3579 qualify. A company Google shows no rating or review count for is left out of that cut rather than counted on either side of it.
Collection
10 customer questions per market, held identical across ChatGPT, Claude, Gemini, Perplexity and Google's AI Overview. 50 answers per market, August 2026.
Visibility
Share of a market's answers naming or citing a company, weighted by the reach of the engine that named it.
What we will and will not publish
A by-industry number only goes up when it covers at least 3 markets and 150 companies, with a usable reading for at least half of them. Where markets disagree, the range is published beside the combined figure.
Names
The companies listed by name are the ones the engines named; that is the engines' own output. No company is named as one the engines left out.
Scope
Home Services, 56 US markets. Answer engines change over time; these figures describe August 2026 and are recomputed quarterly.

The Local AI Visibility Index · State of AI Visibility: Home Services. Computed September 16, 2026 from measurements taken August 2026; refreshed quarterly. Published by Moonline AEO GEO.