SEO Meta
- Title tag: ChatGPT Ignores Google Reviews: What AI Reads Instead
- Meta description: ChatGPT cites Google pages in 0.1% of contractor recommendations. Here is what it actually reads when homeowners ask for a plumber, HVAC tech, or electrician.
- Target keyword: chatgpt local business recommendations
- Secondary keywords: how does ai pick local businesses, contractor ai visibility, ai search data sources
- Schema: Article + FAQPage JSON-LD
Most contractors assume ChatGPT pulls recommendations from Google. It does not. Across 9,434 ChatGPT answers to home-services questions in 100 US and Canadian metros, ChatGPT cited a Google page in 0.1% of answers. Google reviews, Google Business Profile data, Google Maps listings. All but invisible to ChatGPT's recommendation engine.
That finding comes from Cheers.tech, which analyzed ChatGPT answers between August 31 and September 20, 2026. The data reveals something most trades businesses have never considered: the AI engines homeowners use to find contractors do not all read the same sources. What gets a business recommended on ChatGPT has almost nothing to do with what gets it ranked on Google.
What ChatGPT Actually Reads
ChatGPT builds its contractor recommendations from two layers. The first is its training data, which includes public web pages and partner data. The second is a live web search it runs through outside search providers when a question needs current information.
For local business questions, that live search is where the action is. Here is what ChatGPT cited across those 9,434 answers:
- Business websites: 44.2% of answers
- Expertise.com: 32.1%
- Angi or HomeAdvisor: 29.4%
- BBB (Better Business Bureau): 14.5%
- HomeStars: 16.0% (Canadian answers)
- Reddit: 4.9%
- Yelp: 0.6%
- Google: 0.1%
The pattern is clear. ChatGPT is a directory engine. It pulls from ranking lists and review aggregators far more than from Google or Yelp. Expertise.com and Angi alone appear in over 60% of answers combined. Google appears in roughly one in a thousand.
Why Google Reviews Do Not Transfer to ChatGPT
A contractor with 200 five-star Google reviews and a fully optimized Google Business Profile has done the right thing for traditional search. That work still matters. Google handles roughly half of all local search traffic, and AI Overviews from Google cite Google pages in 95.5% of answers.
But ChatGPT is a different animal. Its live web search does not prioritize Google pages. It prioritizes directories, editorial lists, and third-party review platforms. A contractor who has invested entirely in Google reviews and nothing else will show up when someone Googles "plumber near me" but may not appear at all when someone asks ChatGPT for a plumber recommendation.
The gap between Google AI and ChatGPT is wider than most contractors realize. Google AI Mode cites business websites in 92.5% of answers and Google pages in 95.5%. ChatGPT cites business websites in 44.2% and Google pages in 0.1%. Two AI engines, two completely different source diets.
The Directories That Actually Matter for ChatGPT
If ChatGPT reads directories more than Google, then a contractor's directory presence matters more than their Google presence for ChatGPT visibility specifically. Here is what the data says about which directories carry weight:
Expertise.com appeared in 32.1% of ChatGPT answers. It is a ranking site that evaluates contractors by trade and city. Getting listed means submitting a business profile and meeting their evaluation criteria. It is free to apply but not guaranteed.
Angi and HomeAdvisor appeared in 29.4% of answers combined. These platforms require a paid membership for lead generation, but the listing itself feeds ChatGPT's data. A contractor who has an Angi profile with consistent business name, phone number, and service area is more likely to appear in ChatGPT answers than one who does not.
BBB appeared in 14.5% of answers. A BBB accreditation costs $300 to $500 per year depending on market size, but the listing is what ChatGPT reads. The business name, rating, and service area on the BBB profile need to match the contractor website exactly.
Reddit appeared in 4.9% of answers. Reddit threads where homeowners ask "who is a good electrician in [city]" and someone names a specific contractor give ChatGPT another citation path. These are organic and cannot be controlled, but they explain why some contractors appear in ChatGPT answers without any obvious directory presence.
The One Thing Most Contractors Miss: Their Own Website
Business websites appeared in 44.2% of ChatGPT answers. When ChatGPT cited a contractor site, it cited the homepage 37.4% of the time, a service page 24.1%, a page naming a service and city 17.4%, and a location page 10.7%. Blog posts got 1.2%.
That breakdown tells a contractor exactly what to build. A homepage that states the business name, service area, and services offered. A service page for each trade (plumbing, HVAC, electrical). A page that combines a service and a city, like "Plumbing Repair in Bergen County NJ." A location page with the full address, hours, and service radius.
The contractors who show up in ChatGPT answers have pages that match what the AI is looking for. The ones who do not show up usually have a homepage with a slideshow and no clear service area, no individual service pages, and no city-specific pages.
The Trade-Specific Split
The Cheers.tech data broke down citation sources by trade, and the differences are large enough to change the strategy:
- Plumbing: 53.7% of ChatGPT answers cited a plumber's own website
- Roofing: only 17.8% cited a roofer's site, while 40.0% cited Expertise.com
Plumbers get cited directly more often. Roofers get cited through directories more often. A roofer who skips Expertise.com is giving up the single largest citation source for their trade. A plumber who has a clean, well-structured website with service pages is already in the game.
What to Do This Week
A contractor who wants to show up in ChatGPT recommendations should focus on three things before anything else:
- Get listed on Expertise.com, Angi, and BBB for the trade and service area. Check that the business name, phone, and address match the website exactly.
- Build a service page for each trade offered and a location page for each city served. ChatGPT cites these pages directly.
- Make sure the website is crawlable by OAI-SearchBot, the crawler OpenAI uses for live web search. Check robots.txt and confirm the site is not blocking it.
Google reviews still matter. They matter for Google search and Google AI Mode, which together handle the majority of local search traffic. But ChatGPT reads something different, and a contractor who only optimizes for Google is invisible to the fastest-growing search platform in the country.
FAQ
Does ChatGPT use Google reviews to recommend contractors? No. ChatGPT cited Google pages in 0.1% of 9,434 home-services answers analyzed in late 2026. It pulls contractor recommendations from directories like Expertise.com (32%), Angi (29%), and the BBB (15%) far more often than from Google.
What directories does ChatGPT read for local business recommendations? Expertise.com, Angi or HomeAdvisor, BBB, and HomeStars (in Canada) are the most-cited directory sources. Reddit threads also appear in about 5% of answers. Yelp appears in less than 1% of ChatGPT answers despite being a major review platform.
Do I still need Google reviews if ChatGPT does not use them? Yes. Google AI Mode cites Google pages in 95.5% of its answers, and Google still handles the majority of local search traffic. Google reviews matter for Google. ChatGPT visibility requires a separate strategy focused on directories and website structure.
How does my trade change what ChatGPT cites? Plumbing answers cite a plumber's own website in 53.7% of cases. Roofing answers cite a roofer's site in only 17.8% and Expertise.com in 40%. Plumbers should invest in their website. Roofers should prioritize Expertise.com listings.
What is OAI-SearchBot and do I need to allow it? OAI-SearchBot is OpenAI's web crawler. It reads pages for ChatGPT's live web search. If a website blocks OAI-SearchBot in robots.txt, ChatGPT cannot cite that site. Check the robots.txt file and confirm the crawler is allowed.