FindBusiness

AI names local businesses more often in the nearby towns their website names

We asked Google's Gemini who to call for the same trade in neighbouring towns, 2,640 answers across 55 local markets. Then we read the homepage and the web addresses of the pages of 569 businesses it named, to see which of those towns each website names. 419 of them state an address we could place, and they are the study.

FindBusiness research · October 11, 2026 · 14 min read
The short version
  • 177 businesses could be compared against themselves. On average AI named them in 61% of the neighbouring towns their website names and 9% of the ones it does not, a gap of 52 percentage points. 123 were named in more of the towns they name, 7 in fewer, 47 the same.
  • The same split showed up where distance pointed the other way. For 67 businesses the website names a town at least 3 km farther from the business's own town than a town it leaves out, measured between town centres. AI named 32 of them in more of the farther, named towns, 4 in fewer, 31 the same.
  • 25 businesses name one town in a page address (the web address of one of the site's pages) and another only on the homepage. AI named 15 of them in more of the towns that are in a page address, 2 in fewer, 8 the same.
  • This is a snapshot of what goes together. We did not change a website and watch what happened, so we cannot say it is cause and effect.

Check which of the towns you take work in are named on your homepage and in your page addresses.

Someone asks AI
Who is a good electrician in Burbank?Who is a good electrician in Glendale?Who is a good electrician in Pasadena?
Names where it works
  • Burbank
  • Glendale
  • Pasadena
AI named this one
Works in the same towns
  • Serving the Los Angeles area
  • About us
  • Contact
An illustration, not a result: two electricians who work the same three towns. Only one website names them.

Ask an AI assistant for an electrician in Burbank and then for one in Glendale, the next town over, and it can name different businesses. Each town is its own question.

A trade business may take work in several towns. Do the towns its website names go with the towns AI names it in? We asked about the same trades in neighbouring towns and read the homepage and page addresses of the businesses AI named.

Named in a town means at least one of that town's answers named the business. A website names a town when we found the town's name on its homepage or in the web address of one of its pages. We read nothing else on the site.

What is on this page
  1. The same business, asked about in several towns
  2. The same split showed up when the town a website names was the farther one
  3. 15 of 25 businesses were named in more of their page-address towns than their homepage-only towns
  4. AI named these businesses in 48% of the other towns their site names and 14% of the ones it does not
  5. On 145 of 417 websites we found none of the neighbouring towns we asked about
  6. What we would do with this

The same business, asked about in several towns

Comparing one business with another is close to worthless here. A company with a page address for every town in the county may be a bigger company, and AI may name bigger companies more anyway.

So each business is compared against itself. We asked AI the same kind of question in neighbouring towns: who should I call for this job, in this town. A business whose website names some of those towns and not others gives two numbers. The share of the towns its website names where AI named it at least once, and the same share of the towns it does not. Same business, same website.

The town a business gives as its own address is left out of both numbers. A plumber is usually named in the town it sits in and writes that town on its site, and that would look like the result we are testing for.

177 businesses could be compared this way. On average AI named them in 52 percentage points more of the towns their website names (90% interval 46 to 58). 123 were named more in the towns they name, 7 less, 47 the same.

0204060+100 points+100 points: 6767+83 points+83 points: 11+75 points+75 points: 22+67 points+67 points: 1313+50 points+50 points: 3030+33 points+33 points: 1010no differenceno difference: 4747-33 points-33 points: 22-50 points-50 points: 22-67 points-67 points: 22-100 points-100 points: 11number of businesses
Each bar is the number of businesses whose own difference came out at that value, all 177 of them. 123 are above the "no difference" bar, 7 below it, 47 on it.
How to read this
  • Each mark: the businesses whose own difference came out at that value.
  • Left to right: how many businesses.
  • Up and down: the difference: the share of the towns its website names where AI named the business, minus the same share of the towns its website leaves out. +100 is a business named in every town its site names and in none of the others.
  • What to look for: how many businesses sit above the "no difference" bar against how many sit below it.
What this does not show. The middle business here is compared over 3 towns, so a business's own figure moves in big steps. A business whose site names every neighbouring town we asked about, or none of them, cannot appear, because there is nothing to compare it against. 145 name none and 95 name all. A business asked about in two trades has each town counted once for each trade.
All 177 businesses that can be compared against themselves
businesstradetowns its site namestowns it does notAI named it: towns it namesAI named it: towns it does notdifference
A-1 Total Service Plumbingplumbing13100%0%+100 points
A2D Paintingpainting22100%0%+100 points
AdVranIT support11100%0%+100 points
Air Duct Cleaners J&JHVAC13100%0%+100 points
Air-Troelectrical, HVAC26100%0%+100 points
Aloha Roofingroofing12100%0%+100 points
Alpha & Omega Roofingroofing21100%0%+100 points
Andrade Painting & Decoratingpainting31100%0%+100 points
B&M Electrical Serviceselectrical22100%0%+100 points
Ballard PlumbingHVAC13100%0%+100 points
Bear Island Paintingpainting21100%0%+100 points
Blue Moon Electricalelectrical13100%0%+100 points
Bob's Weldingmanufacturing11100%0%+100 points
Bright City Electricalelectrical22100%0%+100 points
Bryant Heating & Air ConditioningHVAC12100%0%+100 points
Chaffey Roofing Servicesroofing13100%0%+100 points
Cool Air SolutionsHVAC22100%0%+100 points
Corona Coatings Corproofing22100%0%+100 points
Double O Plumbingplumbing13100%0%+100 points
Downey Plumbing Heating & Air ConditioningHVAC13100%0%+100 points
DTM Paintingpainting11100%0%+100 points
Duke Electricelectrical21100%0%+100 points
Edward Haro Financialfinancial consulting11100%0%+100 points
Elbac Roofingroofing21100%0%+100 points
Empire Office MachinesIT support11100%0%+100 points
Fisher Raingutter Systemsroofing21100%0%+100 points
Foot & Ankle Specialty Grouppodiatrist11100%0%+100 points
Foothill Painting Companypainting21100%0%+100 points
Fresh Aire Duct CleaningHVAC12100%0%+100 points
Glendale Air Conditioning ServiceHVAC12100%0%+100 points
Green Planet Heating and AirHVAC21100%0%+100 points
Gregg Custom Paintingpainting13100%0%+100 points
Greyson Ducts & VentsHVAC31100%0%+100 points
Huff Painting Copainting22100%0%+100 points
Jarco Roofing & Solarroofing22100%0%+100 points
Kiko Paintspainting11100%0%+100 points
Kirkland Electric Incelectrical13100%0%+100 points
Lucky Duck Plumbingplumbing13100%0%+100 points
Mighty Machine Rentalsmachine rentals11100%0%+100 points
Moreno Valley Elite Epoxy Flooringpainting21100%0%+100 points
Musulman Roofingroofing22100%0%+100 points
Next Gen Foot & Anklepodiatrist11100%0%+100 points
Nexx Electrical Serviceelectrical13100%0%+100 points
Ontario Air Duct CleaningHVAC13100%0%+100 points
Pepe's Painting Incpainting43100%0%+100 points
Precision Painting IEpainting11100%0%+100 points
Precision Wallcovering & Paintingpainting13100%0%+100 points
Protection4Lesselectrical13100%0%+100 points
Pure Air Duct CleanersHVAC13100%0%+100 points
QLANIT support11100%0%+100 points
Right Choice Painting Copainting22100%0%+100 points
Rivas Roofingroofing13100%0%+100 points
Rivera Electric LLCelectrical13100%0%+100 points
Riverside Generatorsmachine rentals11100%0%+100 points
Safe-Way Electricelectrical22100%0%+100 points
Saiyan Electricelectrical13100%0%+100 points
Secure Electric Groupelectrical21100%0%+100 points
Service GeniusHVAC13100%0%+100 points
Service One Electricelectrical13100%0%+100 points
Shaffer Constructionelectrical31100%0%+100 points
Sky Electric Incelectrical13100%0%+100 points
Skylite Tecroofing22100%0%+100 points
SR Machiningmanufacturing11100%0%+100 points
Underrated Electricelectrical13100%0%+100 points
Valdez Painting LLCpainting22100%0%+100 points
VesaPainterspainting31100%0%+100 points
Weger Paintingpainting12100%0%+100 points
AAA Paintingpainting6183%0%+83 points
JR Paint & Home Improvementpainting34100%25%+75 points
Paint & Restoration Masterspainting34100%25%+75 points
Alps Heating & Air ConditioningHVAC13100%33%+67 points
Brody Pennell Heating & Air ConditioningHVAC13100%33%+67 points
Powell Electricelectrical13100%33%+67 points
Volta Electricelectrical13100%33%+67 points
A.M. Plumbing & Rooterplumbing3167%0%+67 points
Best LA Roofingroofing3167%0%+67 points
Dependable Plumber Incplumbing3167%0%+67 points
It's No Sweat Heat & AirHVAC3167%0%+67 points
Ivan's Pro Paintingpainting3167%0%+67 points
Papa's Plumbing Incplumbing3167%0%+67 points
The Affordable Roofersroofing3167%0%+67 points
The Water Heater Companyplumbing3167%0%+67 points
West Coast Painting Solutionspainting3167%0%+67 points
AGNG Electricelectrical2150%0%+50 points
Bell Roof Companyroofing2250%0%+50 points
Berry Roofing & Solarroofing2150%0%+50 points
BOWBAR Epoxy Designspainting22100%50%+50 points
Bugarin Roofing Servicesroofing2250%0%+50 points
Dropstars Plumbingplumbing2150%0%+50 points
E.T. Plumbingplumbing2150%0%+50 points
Farashi Electricelectrical2250%0%+50 points
Friends & Family HVACHVAC2150%0%+50 points
Green Ladder Roofingroofing12100%50%+50 points
High Speed Plumbingplumbing2250%0%+50 points
Highland Plumbingplumbing2150%0%+50 points
Hollywood Skylightsroofing2250%0%+50 points
JQ Painting Companypainting12100%50%+50 points
Jurupa Valley Air Duct CleaningHVAC2150%0%+50 points
McKee Electrical Contracting LLCelectrical2150%0%+50 points
Moreno General Serviceselectrical, painting8350%0%+50 points
Piggies Air ConditioningHVAC2250%0%+50 points
Premium One Plumbingplumbing2150%0%+50 points
Rarov Pro Paintingpainting2150%0%+50 points
Reckon & Reckon Plumbingplumbing2250%0%+50 points
Riverside Expert Paintingpainting2150%0%+50 points
Riverside Stuccopainting2150%0%+50 points
Roofing and Moreroofing2250%0%+50 points
Shulman Roofing Incroofing2250%0%+50 points
Sky Shield Roofingroofing2150%0%+50 points
Storm Rain Guttersroofing2250%0%+50 points
Timeless Electricelectrical2150%0%+50 points
Verdugo Plumbingplumbing2150%0%+50 points
Wrangler Paintingpainting2250%0%+50 points
ElectriCareelectrical13100%67%+33 points
A. O'Dowd Plumbingplumbing3133%0%+33 points
Donate's Painting Corppainting3133%0%+33 points
El Rayo Electric Incelectrical3133%0%+33 points
Epoxy Expertspainting3133%0%+33 points
HG Seamless Rain Guttersroofing3133%0%+33 points
Hydrojetmanplumbing3133%0%+33 points
Rancho Cucamonga Elite Paintingpainting3133%0%+33 points
Solace Plumbing Heating and Airplumbing3133%0%+33 points
Summer Roofing Incroofing3133%0%+33 points
Aced ItHVAC210%0%0 points
Alhambra Plumbing and Air ProsHVAC120%0%0 points
Alhambra Stuccopainting120%0%0 points
Alpha Beta Plumbingplumbing120%0%0 points
Burbank Roofingroofing120%0%0 points
Burbank Stucco & Plasteringpainting210%0%0 points
Cali Roofing Solutionsroofing120%0%0 points
Caribou Comfort Heating and AirHVAC120%0%0 points
Certified ServiceHVAC210%0%0 points
Christianson Roofingroofing120%0%0 points
CM Painterspainting120%0%0 points
Corona HVACHVAC120%0%0 points
Corona Plumbing Coplumbing120%0%0 points
Eastvale Plumbing Coplumbing120%0%0 points
Eastvale Roof Repairroofing210%0%0 points
Empire Plumbing Solutionsplumbing210%0%0 points
Evolve Epoxypainting21100%100%0 points
Greeny Plumberplumbing2250%50%0 points
HP Roofing Proroofing120%0%0 points
Hull & Sons Roofingroofing210%0%0 points
JC SteemersHVAC210%0%0 points
John Holden Incpainting, roofing240%0%0 points
Kearney Restorationspainting110%0%0 points
Mauerhan Plumbing Incplumbing210%0%0 points
Newhaus Roofing & Constructionroofing210%0%0 points
Partnership Paintingpainting120%0%0 points
Plumbing Dudesplumbing210%0%0 points
Premier 1 Plumbingplumbing210%0%0 points
Pro Air Duct Care PasadenaHVAC120%0%0 points
Pro Electrician Pasadenaelectrical120%0%0 points
Pro Foot and Ankle Centerpodiatrist11100%100%0 points
Purified Air Heating and Air ConditioningHVAC110%0%0 points
RBC Septic Servicesplumbing120%0%0 points
Riverside Deck Companypainting210%0%0 points
Roy O. Huffman Roof Companyroofing210%0%0 points
SoCal Sports Podiatrypodiatrist11100%100%0 points
SteadyAirHVAC120%0%0 points
The Electric Connectionelectrical31100%100%0 points
The Patchman Drywall Repairpainting110%0%0 points
The Pro Plumbingplumbing210%0%0 points
Tonkin Plumbingplumbing120%0%0 points
TRU Foot and Anklepodiatrist11100%100%0 points
Valley Foot & Ankle Centerpodiatrist11100%100%0 points
Vallin Bros Contractorselectrical210%0%0 points
VES Electricalelectrical210%0%0 points
VHP Air Conditioning & HeatingHVAC210%0%0 points
Videma Painting Solutionspainting110%0%0 points
August Roofing & Solarroofing130%33%-33 points
Service ChampionsHVAC130%33%-33 points
Righty Tighty Plumbingplumbing2150%100%-50 points
Sun Wave Surfacingpainting220%50%-50 points
Guardian Plumbersplumbing130%67%-67 points
Royal Roofing Companyroofing3133%100%-67 points
BML Wealth Managementfinancial consulting110%100%-100 points
What this means for you

On average, AI named these businesses in more of the neighbouring towns their websites name than in the ones they leave out.

The same split showed up when the town a website names was the farther one

Distance could explain this. A business names the towns nearest to it, and AI may name a business in a town because it is near, whatever the website says.

We measured how far each town is from the town the business gives as its address, using the Census Bureau's location for each town. Then we kept only the awkward cases: a business whose website names a town farther away and leaves out a nearer one.

The same split showed up where distance pointed the other way. For 67 businesses the website names a town at least 3 km farther from the business's own town than a town it leaves out, measured between town centres. AI named 32 of them in more of the farther, named towns, 4 in fewer, 31 the same.

Where the named town was the nearer one, so that distance and the website point the same way, 94 of 129 businesses were named in more of the named towns, 3 in fewer, 32 the same.

0204060under 10 km, site names it (53 of 114)under 10 km, site names it (53 of 114): 4646under 10 km, site does not (10 of 68)under 10 km, site does not (10 of 68): 151510 to 20 km, site names it (106 of 252)10 to 20 km, site names it (106 of 252): 424210 to 20 km, site does not (30 of 229)10 to 20 km, site does not (30 of 229): 131320 to 35 km, site names it (91 of 171)20 to 35 km, site names it (91 of 171): 535320 to 35 km, site does not (26 of 208)20 to 35 km, site does not (26 of 208): 131335 km or more, site names it (52 of 92)35 km or more, site names it (52 of 92): 575735 km or more, site does not (22 of 109)35 km or more, site does not (22 of 109): 2020% of these business-and-town pairs where AI named the business in that town
Each pair of bars is one distance from the business's own town. The upper bar is towns its website names, the lower bar towns it does not.
How to read this
  • Each mark: one business in one town, grouped by distance and by whether the website names the town.
  • Left to right: the share of those pairs where AI named the business when asked about that town.
  • Up and down: distance from the town the business gives as its address, nearest first.
  • What to look for: whether the upper bar of each pair is longer than the lower one, and at which distances.
What this does not show. These bars combine different businesses, so unlike the first chart they do not hold the business constant. The count in each label is how many pairs the bar rests on, and some are small. Distance is between town centres, never to the business's street address. The towns in a group are within 35 km of each other, but a business's own town can lie outside its group, so some towns are farther than that from the business.
Named in a town, by distance and by whether the site names it
distance from its own townsite names the town: pairsnamedratesite does not: pairsnamedrate
under 10 km1145346%681015%
10 to 20 km25210642%2293013%
20 to 35 km1719153%2082613%
35 km or more925257%1092220%
What this means for you

Naming the town still went with being named where distance pointed the other way: 32 businesses to 4, with 31 the same.

15 of 25 businesses were named in more of their page-address towns than their homepage-only towns

We looked for each town in four places: the address of any of the site's own pages, like /plumber-glendale, whatever that page holds, the homepage's title, description or a heading, the words of a homepage link, and the rest of the homepage's text. A town found in more than one place is counted once, under the first of them in that order.

Taking the four places together, AI named the business in 48% of the towns its site names (302 of 629) and in 14% of the towns it names nowhere we looked (88 of 614). Most of the named ones, 497 of 629, are in a page address. A town only in the homepage's other text: 20 of 103 (19%).

Those figures combine every business, and a company with a page address for every town is a different company from one with a line of text. So we looked at one business at a time again.

144 businesses name one town in a page address and another nowhere we looked. AI named 107 of them in more of the page-address towns, 4 in fewer, 33 the same.

25 businesses name one town in a page address (the web address of one of the site's pages) and another only on the homepage. AI named 15 of them in more of the towns that are in a page address, 2 in fewer, 8 the same.

43 businesses name one town only on the homepage and another nowhere we looked. AI named 16 of them in more of the homepage towns, 3 in fewer, 24 the same.

A town in a page address means the site links to or lists a page whose web address has the town's name in it. We did not open those pages, so we cannot say what on them counts, or how much of a page it takes.

0204060a page address (270 of 497)a page address (270 of 497): 5454homepage title or heading (8 of 19)homepage title or heading (8 of 19): 4242a homepage link (4 of 10)a homepage link (4 of 10): 4040other homepage text only (20 of 103)other homepage text only (20 of 103): 1919nowhere we looked (88 of 614)nowhere we looked (88 of 614): 1414% of these business-and-town pairs where AI named the business in that town
The bottom bar is the towns a site names nowhere we looked. Every other bar is compared with it.
How to read this
  • Each mark: business-and-town pairs, sorted by the first place the town turned up on the site.
  • Left to right: the share of those pairs where AI named the business when asked about that town.
  • Up and down: the places we looked. The homepage title includes its description.
  • What to look for: the gap between the bottom bar and each bar above it. The bars combine different businesses; the text above looks at one business at a time.
What this does not show. These bars combine all the businesses, each business's own town is left out, and the count in each label is how many business-and-town pairs the bar rests on. Some towns counted as nowhere may be named in the text of pages we did not read.
The places we looked
the town is namedpairsAI named the business thererate
in the address of one of its pages49727054%
in the homepage title, description or a heading19842%
in the words of a homepage link10440%
only in the homepage's other text1032019%
nowhere we looked6148814%
What this means for you

Inside one business, a town in a page address was named by AI more often than a town only on the homepage: 15 businesses to 2, with 8 the same. A homepage-only town against a town named nowhere: 16 to 3, with 24 the same.

AI named these businesses in 48% of the other towns their site names and 14% of the ones it does not

Those two figures combine different businesses, so they do not hold the business constant. The comparison that does is the 52 points at the top, which covers the 177 businesses that name some towns and not others. These cover every business in the study, over towns other than its own: 302 of 629 business-and-town pairs where the site names the town, 88 of 614 where it does not.

In 237 of the 264 cases where a business's own town was one we asked about, AI named it there (90%). That figure may be high partly because of how a business enters the study: AI has to have named it in at least two answers in one town.

Among towns where AI did name the business, 12 businesses were named in more of the answers in the towns their site names and 7 in fewer. That is not a clear difference. What we measured is being named in a town at all.

90%
its own town
237 of 264 pairs
48%
another town its site names
302 of 629 pairs
14%
another town its site does not name
88 of 614 pairs
What this means for you

Naming a town went with being named there at all. Among towns where AI already named the business, it did not clearly go with being named in more of the answers.

On 145 of 417 websites we found none of the neighbouring towns we asked about

Set cause aside, because this count does not depend on it. Of the 417 businesses with a neighbouring town to check, 145 name none of them in any of the places we looked. 95 name every one.

The towns are the neighbouring towns we asked about. They are not a list of where each business works, and we did not check that.

145 of 417
name none
no neighbouring town we asked about, in any place we looked
177 of 417
name some
at least one neighbouring town and not all
95 of 417
name all
every neighbouring town we asked about
What this means for you

On 145 of these 417 websites we found none of the neighbouring towns we asked about, on the homepage or in a page address.

What we would do with this

Worth doing

  • Write down the towns you actually take work in. By name, the way a customer would type them.
  • Check your homepage and your page addresses for each one. Most of the towns we counted as named, 497 of 629, were in a page address, and a town only in the homepage's other text was named 19% of the time against 14% for a town named nowhere we looked. 145 of 417 sites here named no neighbouring town in any of them.
  • Use the town's own name. We counted a town only where the site wrote that town's name, so that is the wording this result is about. We did not test region names such as "Greater Los Angeles".

Worth being careful about

  • Do not list towns you will not drive to. This study says nothing about what happens after AI names you, and a call from a town you do not serve is a wasted call for both sides.
  • Do not build fifty thin town pages on the strength of this. We read page addresses and never the pages, so nothing here says a stack of near-identical pages pays.
What this means for you

List the towns you work in, then see which of them your homepage and your page addresses name.

How we measured this

For each trade and town we put a dozen fixed questions to a real AI assistant, Google's Gemini with Google Search (the model gemini-3.5-flash-lite), several times each, 48 answers per town, and recorded every business it named and every website it credited. Each question named the trade, a job and the town.

A group is one trade asked in two or more towns, with every pair of towns within 35 kilometres. The study has 17 groups, 55 trade-and-town markets, in criminal defense lawyer, electrical, financial consulting, HVAC, IT support, machine rentals, manufacturing, painting, plumbing, podiatrist and roofing. 40 of the markets sit in groups of four towns. A business's own town can lie outside its group, so some of these towns are farther than 35 kilometres from the business. Nearly all of the 177 businesses compared against themselves are in electrical, HVAC, painting, plumbing and roofing; the other 6 trades supplied 15 between them, criminal defense lawyer none. By trade the average gap ran from 30 points in plumbing to 70 in electrical. A business enters when AI named it in at least two answers in one town and credited its own website somewhere in the group. A business is counted as named in a town when at least one of that town's answers named it.

For each of those businesses we read the homepage and the addresses of the site's own pages, from the homepage's links and the sitemap, up to 2,000 addresses. A town counts as named only where its own name is written. "West Covina" is not Covina, "Riverside County" and "Riverside Drive" are not Riverside.

The town a business is in is the one its own site gives as its address, in its structured data or as a written address, on the homepage, or on a contact page when the homepage gives none. A business whose site gives none is not in the study, because its own town could not be left out. Distances are between the Census Bureau's points for two towns.

The AI answers were collected between August 18, 2026 and October 11, 2026. The websites were read by October 11, 2026.

Scope

  • What goes together, not what causes what. A business may name a town because it already gets work there. We did not check whether a business works in each town.
  • Every business here was named by AI in at least one town. A business AI never names is outside this study, and so is one whose website AI never credited.
  • Southern California: Corona, Riverside, Eastvale, Norco and 11 more towns. 419 businesses, 1,507 business-and-town pairs. Left out: 150 named businesses whose site states no address we could place, and 47 whose homepage we could not read.
  • We read the homepage and page addresses only. A town named on another page's text was not found. We did not read any Google Business Profile; its service area may list the same towns, and we cannot separate the two.
  • One assistant, one stretch of time. The dates above and at the foot of this page say when.

See who AI names for your trade in your town

A Market Assessment asks AI the questions a customer would ask about your trade in one town and shows every business it named, and the answers it gave.

See the Market Assessment
Measured between August 18, 2026 and October 11, 2026 against 1,507 business-and-town pairs from 419 businesses across 55 markets in 17 groups, 2,640 answers, websites read by October 11, 2026. Source commit 04e4eee8, data fingerprint f47e0cdf6ff8. These are the numbers as of that date, on that corpus. The web is being rebuilt around how AI reads it, so they will move. When they move enough to change the advice, we publish a new study rather than quietly editing this one. See every study we have published.