Research

Remodeling: what we measured in 50 US metros

In our October 2026 study, ChatGPT (the OpenAI API with web search) named 28 of the 146 remodeling businesses at the top of Google Maps across 50 US metros, and 36 of the 148 in Google's local pack. This page brings together the study's remodeling 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 ChatGPT28 of 146
Maps top three also in the local pack45 of 146
Local pack named by ChatGPT36 of 148
On all three lists12 businesses
Quick answer

How did we check remodeling businesses?

In each of 50 metros, on one day, we searched Google Maps for "remodeling contractor" 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 remodeling Maps leader?

In 21 of the 50 metros, ChatGPT named at least one of the three remodeling businesses at the top of the map; in 29 it named none, and in none did it name 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
Atlanta0 of 30 of 31 of 30
Augusta0 of 30 of 31 of 30
Austin0 of 31 of 30 of 30
Baltimore1 of 31 of 32 of 31
Boston0 of 31 of 30 of 30
Charleston1 of 32 of 30 of 30
Charlotte2 of 31 of 30 of 30
Chicago0 of 31 of 31 of 30
Cincinnati0 of 31 of 30 of 30
Cleveland0 of 21 of 20 of 30
Columbia2 of 31 of 32 of 31
Columbus1 of 21 of 21 of 31
Dallas0 of 32 of 30 of 30
Denver1 of 31 of 30 of 30
Detroit0 of 31 of 30 of 30
Durham2 of 32 of 33 of 32
Fort Worth1 of 30 of 30 of 30
Greenville1 of 30 of 33 of 30
Houston0 of 30 of 30 of 30
Indianapolis0 of 31 of 30 of 30
Inland Empire (Riverside)2 of 33 of 32 of 32
Jacksonville0 of 30 of 31 of 30
Kansas City1 of 31 of 32 of 30
Knoxville1 of 30 of 32 of 30
Las Vegas0 of 31 of 30 of 30
Los Angeles0 of 31 of 30 of 30
Miami1 of 31 of 30 of 30
Minneapolis0 of 32 of 30 of 30
Nashville0 of 31 of 31 of 30
New York0 of 30 of 32 of 30
Orlando1 of 31 of 30 of 30
Philadelphia0 of 31 of 30 of 30
Phoenix0 of 30 of 31 of 30
Pittsburgh2 of 31 of 31 of 31
Portland0 of 31 of 30 of 30
Providence1 of 31 of 31 of 21
Raleigh1 of 30 of 31 of 30
Richmond0 of 20 of 20 of 30
Sacramento1 of 31 of 30 of 30
Salt Lake City0 of 31 of 30 of 30
San Antonio0 of 30 of 30 of 30
San Diego0 of 31 of 30 of 30
San Francisco–Oakland2 of 32 of 32 of 32
San Jose0 of 30 of 30 of 30
Savannah1 of 32 of 30 of 30
Seattle0 of 31 of 31 of 30
St. Louis0 of 31 of 32 of 30
Tampa2 of 32 of 31 of 31
Virginia Beach0 of 21 of 21 of 20
Washington, DC0 of 30 of 31 of 30
All 50 metros28 of 14645 of 14636 of 14812

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 remodeler?

We also asked ChatGPT about 750 remodeling 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, 1,195 cited the BBB, 1,261 the company's own website and 1,334 a government or licensing site. Project and permit platforms came up often here: Houzz in 869 answers and BuildZoom in 788.

SourceAnswers citing it (of 1,500)
Any review site or directory1,471
Government or licensing site1,334
The company's own website1,261
BBB1,195
Other sites (other businesses, media, blogs)1,134
Houzz869
BuildZoom788
Birdeye601
Manufacturer, certification or trade body278

When we asked which remodeling companies a homeowner should call, without naming one, other businesses', media and blog sites came up in 242 of the 250 answers. Leaving those out, the answers cited these most often:

SourceAnswers citing it (of 250)
Any review site or directory156
BBB116
Houzz80
Manufacturer, certification or trade body58

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 remodeling websites carry?

Most saved homepages had a click-to-call link (436 of 584); few stated emergency service (61), which fits planned project work. We saved 584 remodeling homepages and crawled up to 100 pages of 659 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 584)
Click-to-call link436
A form309
A free estimate or inspection offer197
Emergency service stated61
Any online booking signal52
Financing mentioned115
"Licensed" stated244
A review widget136
LocalBusiness schema283
On the siteSites (of 659)
Five or more service pages382
Any location or service-area page184
Three or more location pages109
A reviews page230
A blog406

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 remodeling businesses have?

Across the 593 remodeling businesses in the sample with Google reviews, the median business had 38 reviews in total and 1 new review in the 90 days before we collected it; its newest review was a median 59 days old. Among businesses in the Maps top three, the 22 that ChatGPT named had a median of 1.5 new reviews in 90 days, and the 110 it didn't name had 1. The named group was small (22) and had slightly more reviews in total (median 54.5 against 42). An association, not a cause.

Google reviewsMedian
Total reviews, all 593 with reviews38
New in the last 30 days0
New in the last 90 days1
Days since the newest review59
Maps top three named by ChatGPT (22): total / new in 90 days54.5 / 1.5
Maps top three not named (110): total / new in 90 days42 / 1

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; none of these businesses reached that cap. The comparison groups come from the saved files, so they cover the 132 Maps top-three businesses with review data and won't match the 28 of 146 above.

How many people search for remodeling services, and when?

These are Google's estimates of average monthly US searches for the remodeling terms we tracked. Nationally, the combined searches peak in January and are lowest in August, with the busiest month about 1.4 times the quietest in the four-year average. City patterns differ; see our page on marketing for contractors and remodelers.

Search (US)Average monthly searches
Bathroom remodel135,000
Kitchen remodel74,000

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 remodeling checks as a CSV with no business names or identifiers: remodeling 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): Remodeling," mindflowmarketing.com/benchmark/remodeling/, 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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