Research

Electrical: what we measured in 50 US metros

In our October 2026 study, ChatGPT (the OpenAI API with web search) named 50 of the 147 electrical businesses at the top of Google Maps across 50 US metros, and 85 of the 150 in Google's local pack. This page brings together the study's electrical 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 ChatGPT50 of 147
Maps top three also in the local pack45 of 147
Local pack named by ChatGPT85 of 150
On all three lists26 businesses
Quick answer

How did we check electrical businesses?

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

In 32 of the 50 metros, ChatGPT named at least one of the three electrical businesses at the top of the map; in 18 it named none, and in 3 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 32 of 32 of 31
Augusta3 of 32 of 33 of 32
Austin0 of 30 of 33 of 30
Baltimore0 of 31 of 31 of 30
Boston0 of 31 of 30 of 30
Charleston2 of 31 of 31 of 30
Charlotte3 of 31 of 32 of 31
Chicago0 of 31 of 32 of 30
Cincinnati1 of 21 of 22 of 30
Cleveland1 of 31 of 30 of 30
Columbia2 of 31 of 33 of 31
Columbus1 of 31 of 32 of 30
Dallas0 of 30 of 33 of 30
Denver0 of 31 of 30 of 30
Detroit1 of 21 of 21 of 31
Durham2 of 32 of 31 of 31
Fort Worth0 of 31 of 32 of 30
Greenville1 of 31 of 33 of 31
Houston0 of 30 of 31 of 30
Indianapolis2 of 31 of 33 of 31
Inland Empire (Riverside)2 of 31 of 33 of 31
Jacksonville2 of 31 of 33 of 31
Kansas City1 of 31 of 30 of 30
Knoxville2 of 31 of 33 of 31
Las Vegas2 of 30 of 33 of 30
Los Angeles0 of 30 of 30 of 30
Miami1 of 30 of 30 of 30
Minneapolis1 of 31 of 32 of 31
Nashville2 of 32 of 33 of 32
New York1 of 31 of 31 of 31
Orlando0 of 31 of 32 of 30
Philadelphia0 of 31 of 31 of 30
Phoenix0 of 30 of 32 of 30
Pittsburgh0 of 20 of 22 of 30
Portland1 of 31 of 32 of 31
Providence0 of 30 of 31 of 30
Raleigh0 of 32 of 31 of 30
Richmond0 of 30 of 32 of 30
Sacramento1 of 32 of 31 of 31
Salt Lake City1 of 31 of 32 of 31
San Antonio1 of 31 of 32 of 31
San Diego0 of 30 of 31 of 30
San Francisco–Oakland1 of 31 of 32 of 31
San Jose2 of 31 of 32 of 31
Savannah3 of 32 of 33 of 32
Seattle2 of 32 of 31 of 31
St. Louis2 of 30 of 30 of 30
Tampa0 of 31 of 32 of 30
Virginia Beach1 of 31 of 33 of 31
Washington, DC1 of 30 of 30 of 30
All 50 metros50 of 14745 of 14785 of 15026

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. Detroit's figures leave out 1 listing across the border in Windsor, Ontario.

What did ChatGPT cite when asked about a named electrician?

We also asked ChatGPT about 750 electrical 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, 1,228 cited the BBB, 1,204 the company's own website and 1,298 a government or licensing site. Here a government or licensing site was cited more often than the BBB: 1,298 against 1,228.

SourceAnswers citing it (of 1,500)
Any review site or directory1,438
Government or licensing site1,298
BBB1,228
The company's own website1,204
Other sites (other businesses, media, blogs)1,112
Birdeye651
BuildZoom504
HomeAdvisor295
Reddit252

When we asked which electrical companies a homeowner should call, without naming one, other businesses', media and blog sites came up in 246 of the 250 answers. Leaving those out, the answers cited these most often:

SourceAnswers citing it (of 250)
Any review site or directory159
BBB127
A national franchise brand site122
Government or licensing site107

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 electrical websites carry?

Most saved homepages had a click-to-call link (467 of 561) and said the business was licensed (428); fewer mentioned financing (199). We saved 561 electrical homepages and crawled up to 100 pages of 646 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 561)
Click-to-call link467
A form294
A free estimate or inspection offer255
Emergency service stated397
Any online booking signal240
Financing mentioned178
"Licensed" stated428
A review widget180
LocalBusiness schema286
On the siteSites (of 646)
Five or more service pages383
Any location or service-area page258
Three or more location pages123
A reviews page252
A blog328

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 electrical businesses have?

Across the 590 electrical businesses in the sample with Google reviews, the median business had 116.5 reviews in total and 6 new reviews in the 90 days before we collected it; its newest review was a median 10 days old. Among businesses in the Maps top three, the 42 that ChatGPT named had a median of at least 12 new reviews in 90 days, and the 86 it didn't name had 2.5. The named businesses also had more reviews in total (median 213.5 against 29.5). An association, not a cause.

Google reviewsMedian
Total reviews, all 590 with reviews116.5
New in the last 30 days2
New in the last 90 days6
Days since the newest review10
Maps top three named by ChatGPT (42): total / new in 90 days213.5 / 12
Maps top three not named (86): total / new in 90 days29.5 / 2.5

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 52 of these businesses all 100 fell inside 90 days, so their count is a floor (in the comparison: 2 of the 42 named and 1 of the 86 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 128 Maps top-three businesses with review data and won't match the 50 of 147 above. Detroit's Maps top-three listings are left out of these review figures, because some were across the border in Windsor, Ontario.

How many people search for electrical services, and when?

These are Google's estimates of average monthly US searches for the electrical terms we tracked. Nationally, the combined searches peak in July and are lowest in November, with the busiest month about 1.3 times the quietest in the four-year average. City patterns differ; see our electrician marketing page.

Search (US)Average monthly searches
Electrician368,000
Electrical repair9,900

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 electrical checks as a CSV with no business names or identifiers: electrical 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): Electrical," mindflowmarketing.com/benchmark/electrical/, data collected October 3–17, 2026.

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

Free AI Visibility Review

Get your free AI Visibility Review

See how your business shows up in your market on Google, on the map and in AI answers. Fill in a short form. We'll email you a written report with a link to book a 20-minute walkthrough. You'll have it within 2 business days. It shows where you appear on the map for three core searches in your area, the gaps in your Google Business Profile, how your reviews compare with your top three competitors, what Google's AI and ChatGPT say for two searches, and the three fixes we'd make first.

No obligation. If we're not the right fit, we'll tell you on the walkthrough.

Request your review

Please add your name.
Please add your email.
Please add your website.
Please add your trade or business type.
Please add your service area.
Please add your monthly marketing budget.