Electricians get recommended by ChatGPT and Google AI Mode job by job, and a short review history doesn't keep them out. Across the Cheers Market Baseline's six electrical questions (August 31 to September 20, 2026), the electricians Google AI Mode named had a median of 113 Google reviews, and 40.8% of its electrical answers named at least one electrician with fewer than 20; for HVAC, the same figures were 449 reviews and 11.6%. What the answers talked about instead was licensing, and, for planned work like panel upgrades, standby generators and EV chargers, permits and electrical code.
Last verified: September 23, 2026.
That's encouraging for an electrical contractor opening a new branch, and a warning for one counting on review volume alone. The rest of this guide splits the six questions into the two kinds of job they describe, shows what the answers said about each, and ends with the changes I'd make first. If you'd like a baseline for one branch before changing anything, the free AI visibility check gives you one.
Important
In AI answers, emergency electrical work and planned electrical work read like two different trades. Build the proof for each one separately.

Six questions, two kinds of job
We ask six electrical questions every week in 100 metros: "who are the best emergency electricians available today?", "who are the best electricians for home electrical repair?", "who are the best electricians for panel upgrades or service upgrades?", "who are the best electricians for standby generator installation?", "who are the best electricians for ev charger installation or whole-home surge protection?" and "which electricians have the strongest reviews and fair pricing?" Over three weeks that produced 6,399 answers: 1,799 from ChatGPT, 1,800 from Google AI Mode, 1,797 from Gemini and 1,003 from Perplexity.
The emergency question and the planned-work questions pulled almost opposite answers. ChatGPT mentioned 24/7 or after-hours service in 100% of its emergency answers and 54.7% of its home repair answers, but in only 8.3% of its panel and generator answers and 3.3% of its EV charger answers. Across all six questions, the rate was 31.9%.
Six electrical questions
Two trades in one
Emergency electrician today
Prove you answer now
- ChatGPT mentioned 24/7 or after-hours service in 100% of answers
- ChatGPT mentioned permits or electrical code in 0.7%
- Google AI Mode linked a booking page in 26.0%
Panels, generators, EV chargers
Prove the permit side
- ChatGPT mentioned permits or code in 95.3% to 99.0% of answers
- ChatGPT mentioned 24/7 service in 3.3% to 8.3%
- Google AI Mode linked a booking page in 47.3% of panel answers
Cheers Market Baseline, August 31 to September 20, 2026: answers from ChatGPT, Gemini, Perplexity and Google AI Mode to 32 home-services questions in 100 US and Canadian metros. Per-question mention and booking-link rates counted September 23, 2026 over the same answers.
Permits and code ran the other way. ChatGPT mentioned permits or electrical code in 99.0% of its generator answers, 98.0% of its panel answers and 95.3% of its EV charger answers, so 95% or more on every planned-work question, and in 0.7% of its emergency answers. Google AI Mode showed the same split: 83.3% on panels, 60.0% on EV chargers, 55.0% on generators and 2.3% on the emergency question. Its booking links split too, appearing in 47.3% of its panel answers and 26.0% of its emergency answers.
None of that is surprising once you look at how the work is regulated. The Department of Energy's home charging guidance says "Charging equipment installations must comply with local and state codes and regulations. Appropriate permits may be required from the local building and permitting authorities," and points installers to NEC Article 625. It makes sense that answers about charger installers talk about permits, since in many areas the install needs one.
For a multi-location electrical contractor, that means two kinds of page per branch. The emergency page, and the Business Profile behind it, has to prove availability: real hours, a phone number dispatch answers, and the service area it covers tonight. The panel, generator and EV pages have to prove the permit side: who pulls the permit, which jurisdictions the branch works in, and how the inspection gets scheduled. Service pages already drew 24.7% of the citations to electricians' own websites, more than they drew for HVAC (17.3%) or plumbing (19.6%).
Licensing comes up about five times as often as in HVAC
Electrical against HVAC
Licensing comes up far more
Answers mentioning licensed, insured or bonded
Cheers Market Baseline, August 31 to September 20, 2026: answers from ChatGPT, Gemini, Perplexity and Google AI Mode to 32 home-services questions in 100 US and Canadian metros. Six electrical and nine HVAC questions. Mentions of licensed, insured or bonded anywhere in the answer text.
| Engine and trade | Share of answers |
|---|---|
| Google AI Mode, electrical | 42.9% |
| Google AI Mode, HVAC | 8% |
| ChatGPT, electrical | 41.9% |
| ChatGPT, HVAC | 8.3% |
| Gemini, electrical | 55% |
| Gemini, HVAC | 21.1% |
| Perplexity, electrical | 57.6% |
| Perplexity, HVAC | 25.7% |
Put the two trades side by side and the licensing gap is hard to miss. ChatGPT mentioned a license, insurance or bonding in 41.9% of its electrical answers against 8.3% of its HVAC answers, and Google AI Mode in 42.9% against 8.0%, about five to one on both. Gemini (55.0% against 21.1%) and Perplexity (57.6% against 25.7%) mentioned it more often in both trades, with a gap of about 32 to 35 points on every engine.
Google's Local Services Ads rules put electricians in the same urgent group as HVAC, plumbing and garage door work: "The electrician category is considered an urgent category because consumers often call electricians for time-sensitive, urgent needs, such as exposed wiring and critical electronic failures." Google adds a level of screening for electricians that includes service professional background checks, and asks for state-level business and owner licenses where local law requires them. The garage door guide shows the same urgent label turning up in answers as 24/7 language rather than licensing.
The practical move is to put the license number, the issuing authority and the insurance statement on every branch page, next to the services that need them, instead of in a footer badge. Our guide to publishing license and insurance proof covers the format.
Next step
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The review bar is lower; the rating bar isn't
The figure at the top of this page puts the review gap in one place. Google AI Mode's median named electrician had 113 reviews, and 9.4% of the electricians it named had 1,000 or more, against 30.8% in HVAC. On ChatGPT's cards (September 18 to 22) the median was 80, and 64.5% of its electrical answers with cards showed an electrician with fewer than 20 reviews. Gemini's median was 140. If you want the same numbers for every trade in one place, they're in how many Google reviews AI-named businesses have. The median roofer in the same data had 130 reviews, and the roofing guide has that trade's detail.
Ratings held up. Of the electricians Google AI Mode named, 86.5% showed 4.8 stars or better and just 0.9% fell under 4.0. ChatGPT's electrical answers had the fewest sub-4-star cards of any trade we can publish: 18.3% of its answers with cards showed one, against 46.0% on our pest control question. On ChatGPT's map, 31.4% of electrical cards linked to Yelp, and those Yelp cards had a median of 24 reviews.
Two readings follow. A new branch with 30 good reviews can get named, so there's no reason to wait on local AI visibility until the count is high. Staying named is harder. Pooling every trade we track, a business Google AI Mode named with 1,000 or more reviews showed up again in two or more of our three weekly checks 43% of the time; for one with under 20 reviews, it was 26%. Volume goes with staying in the answer, which is why the ask after every job still matters.
Where Google AI Mode sends people looking for an electrician
A third of Google AI Mode's electrical answers (33.3%) linked straight to an online booking page, and the share moved with the job: 47.3% on panel upgrades, 44.3% on home repair, 33.3% on generators, 26.0% on the emergency question and 23.0% on EV chargers. It also cited Yelp in 32.4% of its electrical answers, against 17.0% for HVAC and 16.4% for plumbing.
ChatGPT's electrical sources were the familiar ones: Angi or HomeAdvisor in 34.2% of its answers, Expertise.com in 22.3% and an electrician's own website in 53.6%. On Perplexity, the leaders were Angi or HomeAdvisor (41.6%), BBB (38.2%) and Thumbtack (27.0%).
Reddit was a small source, about 1.2% of all citations across every trade, and 93% of the Reddit threads cited came from city or regional subreddits. The two trade communities cited most were both electrical, though: r/generator and r/AskElectricians. I wouldn't post there as a company. If your branches sell standby generators, I'd read those threads to see what buyers ask before an install, and answer the same questions on the generator page.
Where I'd start this week
- Split each branch's electrical pages into an emergency page and planned-work pages for panels, generators and EV chargers, if they aren't split already.
- Put the license number, issuing authority and insurance statement on every one of those pages, and on the planned-work pages say who pulls the permit and how inspection gets scheduled in that branch's jurisdictions.
- Check each Business Profile's hours and booking link against what dispatch actually does tonight.
The Cheers home services program tracks questions like these branch by branch, alongside review requests tied to the electrician who did the job.
Methodology
Every week, Cheers asks ChatGPT, Gemini, Perplexity and Google AI Mode the same 32 home-services questions in 100 metro areas across the United States and Canada, and records every business each engine names, with its star rating, review count and map position where the engine shows one, and every source it cites. This analysis covers the three weeks from August 31 to September 20, 2026: 34,742 usable answers (9,434 from ChatGPT, 9,435 from Google AI Mode, 9,364 from Gemini and 6,509 from Perplexity) across 60 US and 40 Canadian metros. We excluded empty or cut-off answers, most of them from a Perplexity collection outage. Each question was asked once per city per week, so week-to-week changes include normal answer-to-answer variation. Business names were extracted automatically; a hand check of 40 answers found the extraction caught about three in four of the businesses a reader would count, so counts are lower bounds. Star ratings and review counts are the figures each engine displayed; for ChatGPT and Gemini we captured them from September 18 and September 14 onward. Findings describe associations in this sample, not how any engine ranks businesses.
Electrical is six of the 32 questions, listed above. Google AI Mode's rating figures cover 5,830 rated appearances in 1,606 answers; ChatGPT's cover 3,435 in 595 answers from September 18 to 22, and Gemini's 2,063 in 654 answers from September 14 to 22. The per-question 24/7, permit and booking-link rates and the Yelp share of ChatGPT's electrical cards are extra counts we ran on September 23, 2026 over the same answers with the same exclusions. The Reddit figures cover all 32 questions. How the Market Baseline works is on our research methodology page.
Sources
- Cheers Market Baseline, Cheers-owned organization, 34,742 usable answers from four AI engines, August 31 to September 20, 2026. Source of every electrical and cross-trade figure above. Method: research methodology.
- Charging Electric Vehicles at Home. US Department of Energy, Alternative Fuels Data Center, undated, checked September 23, 2026. Source of the quoted permit and code guidance and the NEC Article 625 reference.
- Business screening and verification requirements, United States. Google Local Services Help, undated, checked September 23, 2026. Source of the quoted urgent-category note and the electrician screening and license requirements.
Dylan Allen-Arnegård is the CEO & Co-Founder of Cheers, the local search platform for multi-location service businesses.
