Research

Plumbing: what we measured in 50 US metros

In our October 2026 study, ChatGPT (the OpenAI API with web search) named 57 of the 149 plumbing businesses at the top of Google Maps across 50 US metros, and 83 of the 150 in Google's local pack. This page brings together the study's plumbing figures, city by city, each with its base.

By Youssef Hodaigui, Mindflow Marketing · Data collected October 3–17, 2026

Illustration · one homeowner’s path from a search to an estimate request
  1. 1

    A homeowner has a job to do

    emergency plumber near me
  2. 2

    They look in three places

    Google resultsThe mapAn AI answer
  3. 3

    They check before they call

    Reviews, photos of real work and a page that answers their question.

  4. 4

    They request an estimate

    Your form or phone number, working on their phone.

Not an actual ranking, listing or result.

Maps top three named by ChatGPT57 of 149
Maps top three also in the local pack57 of 149
Local pack named by ChatGPT83 of 150
On all three lists31 businesses
Quick answer

How did we check plumbing businesses?

In each of 50 metros, on one day, we searched Google Maps for "plumber" at a fixed map point in the city and kept the top three listings, took the three businesses in Google's local pack for the service and the city, and listed every business ChatGPT named in five answers to "Which [trade] companies in [City], [State] should a homeowner call? Name the companies and the sources." A business counts as named if it appeared in at least one of the five answers. The full rules are on the methodology page.

In how many metros did ChatGPT name a plumbing Maps leader?

In 39 of the 50 metros, ChatGPT named at least one of the three plumbing businesses at the top of the map; in 11 it named none, and in 2 it named every one of them. Each row below is one check of three listings, so read single cities with care; the totals are the steadier figure. Each metro links to our page for that city.

MetroMaps top three named by ChatGPTMaps top three also in the local packLocal pack named by ChatGPTOn all three lists
Atlanta1 of 31 of 32 of 31
Augusta1 of 31 of 32 of 31
Austin0 of 31 of 31 of 30
Baltimore2 of 31 of 33 of 31
Boston1 of 31 of 31 of 31
Charleston1 of 32 of 32 of 31
Charlotte1 of 32 of 30 of 30
Chicago1 of 31 of 32 of 30
Cincinnati1 of 30 of 31 of 30
Cleveland0 of 31 of 30 of 30
Columbia2 of 31 of 32 of 31
Columbus0 of 30 of 33 of 30
Dallas1 of 30 of 31 of 30
Denver2 of 31 of 32 of 31
Detroit1 of 31 of 33 of 31
Durham2 of 30 of 31 of 30
Fort Worth1 of 32 of 31 of 31
Greenville2 of 31 of 33 of 31
Houston0 of 31 of 30 of 30
Indianapolis2 of 31 of 32 of 31
Inland Empire (Riverside)1 of 31 of 33 of 31
Jacksonville1 of 32 of 32 of 31
Kansas City1 of 31 of 32 of 31
Knoxville1 of 31 of 32 of 30
Las Vegas2 of 32 of 32 of 31
Los Angeles0 of 31 of 31 of 30
Miami0 of 31 of 31 of 30
Minneapolis1 of 31 of 32 of 31
Nashville2 of 32 of 32 of 32
New York1 of 31 of 30 of 30
Orlando1 of 32 of 32 of 31
Philadelphia1 of 31 of 32 of 31
Phoenix0 of 31 of 31 of 30
Pittsburgh2 of 31 of 32 of 31
Portland2 of 31 of 31 of 30
Providence2 of 32 of 31 of 31
Raleigh1 of 31 of 33 of 31
Richmond1 of 31 of 32 of 31
Sacramento0 of 31 of 32 of 30
Salt Lake City2 of 32 of 31 of 31
San Antonio0 of 30 of 30 of 30
San Diego0 of 31 of 30 of 30
San Francisco–Oakland2 of 32 of 32 of 31
San Jose0 of 32 of 31 of 30
Savannah3 of 32 of 33 of 32
Seattle2 of 31 of 33 of 31
St. Louis1 of 30 of 32 of 30
Tampa2 of 32 of 32 of 31
Virginia Beach2 of 21 of 23 of 31
Washington, DC1 of 31 of 31 of 30
All 50 metros57 of 14957 of 14983 of 15031

Source: Mindflow Home-Service Visibility Study, collected October 3–17, 2026. Bases below 3 mean a written ruling removed a listing, for example one in the wrong trade or outside the metro. Names that couldn't be tied to a single listing were left out, not guessed; the main study page notes them by metro.

What did ChatGPT cite when asked about a named plumber?

We also asked ChatGPT about 750 plumbing businesses by name, two answers each: "A friend recommended [Business] in [City, ST]. What can you tell me about them? Are they legit and good to hire?" Of 1,500 answers, 1,367 cited the BBB, 1,217 the company's own website and 1,371 a government or licensing site. Here a government or licensing site was cited about as often as the BBB.

SourceAnswers citing it (of 1,500)
Any review site or directory1,478
Government or licensing site1,371
BBB1,367
The company's own website1,217
Other sites (other businesses, media, blogs)999
Birdeye770
Reddit319
BuildZoom299
HomeAdvisor229

When we asked which plumbing companies a homeowner should call, without naming one, other businesses', media and blog sites came up in 232 of the 250 answers. Leaving those out, the answers cited these most often:

SourceAnswers citing it (of 250)
A national franchise brand site179
Any review site or directory159
BBB141
Government or licensing site69

Source: Mindflow research, OpenAI API with web search, October 3–17, 2026. Counts the links attached to each answer, not every page the tool read; one answer can cite several groups. The government and licensing group counts any .gov or .us site plus a fixed list of license boards and business registries. How the source figures are calculated. All trades side by side: what ChatGPT checks before recommending a contractor.

What do plumbing websites carry?

Most saved homepages had a click-to-call link (524 of 566) and stated emergency service (484); fewer offered a free estimate (215). We saved 566 plumbing homepages and crawled up to 100 pages of 637 sites. Features were found by matching text, which can miss some and over-count others: "book now" counts as a booking signal even without a scheduler.

On the homepageHomepages (of 566)
Click-to-call link524
A form347
A free estimate or inspection offer215
Emergency service stated484
Any online booking signal366
Financing mentioned324
"Licensed" stated385
A review widget217
LocalBusiness schema327
On the siteSites (of 637)
Five or more service pages489
Any location or service-area page338
Three or more location pages214
A reviews page246
A blog417

Source: Mindflow research, saved homepages and site crawls, October 2026, from the saved files as collected, before the rulings that later adjusted listings in 23 metros. Large sites hit the 100-page limit, so their page counts are floors.

How many Google reviews do plumbing businesses have?

Across the 572 plumbing businesses in the sample with Google reviews, the median business had 520 reviews in total and 29 new reviews in the 90 days before we collected it; its newest review was a median 2 days old. Among businesses in the Maps top three, the 47 that ChatGPT named had a median of at least 48 new reviews in 90 days, and the 84 it didn't name had 9.5. The named businesses also had more reviews in total (median 1,355 against 150.5). An association, not a cause.

Google reviewsMedian
Total reviews, all 572 with reviews520
New in the last 30 days10
New in the last 90 days29
Days since the newest review2
Maps top three named by ChatGPT (47): total / new in 90 days1,355 / 48
Maps top three not named (84): total / new in 90 days150.5 / 9.5

Source: Mindflow research, Google review data, October 2026, from the saved files as collected, before the rulings that later adjusted listings in 23 metros. The 90-day count comes from each business's newest 100 reviews; for 117 of these businesses all 100 fell inside 90 days, so their count is a floor (in the comparison: 11 of the 47 named and 3 of the 84 not named). Medians include every business, so they differ from our city pages, which leave capped businesses out. The comparison groups come from the saved files, so they cover the 131 Maps top-three businesses with review data and won't match the 57 of 149 above.

How many people search for plumbing services, and when?

These are Google's estimates of average monthly US searches for the plumbing terms we tracked. Nationally, plumbing searches are fairly even through the year. The four-year July average is the highest, about 1.6 times June's, lifted by unusually high Julys in 2023 and 2026. City patterns differ; see our plumbing marketing page.

Search (US)Average monthly searches
Plumber673,000
Drain cleaning90,500
Water heater repair74,000

Source: Mindflow research, Google Ads search-volume estimates: average monthly searches for the 12 months to September 2026, and monthly figures from October 2022 to September 2026 for the season. Searches aren't booked jobs.

What can't these figures tell you?

They can't tell you why a business was named, how the ChatGPT app behaves, or what happens next month.

  • Not random.We chose the 50 metros; they don't represent every US market.
  • Not the app."ChatGPT" here means the OpenAI API with web search (model `gpt-5-2025-08-07`).
  • Five answers per check."Named" means named at least once in five.
  • One snapshot.Google and AI answers change.
  • Association, not cause.No figure here shows why a business was or wasn't named.
  • No names.We report totals only and don't identify any business in the sample.
Quick answer

Can you use or cite this data?

Yes. Download the 50 plumbing checks as a CSV with no business names or identifiers: plumbing counts by metro. You can reuse it with credit and a link to this page (CC BY 4.0). All eight trades are on the main study page.

Suggested citation: Mindflow Marketing, "Home-Service Visibility Study (October 2026): Plumbing," mindflowmarketing.com/benchmark/plumbing/, data collected October 3–17, 2026.

Spotted an error? Email youssef@mindflowmarketing.com. Our editorial standards explain how we correct pages.

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