Blog · Original study

Google and ChatGPT agreed on the best local business only 25% of the time.

By the Cite Otter team · Published October 26, 2026 · 8 searches, 4 US cities, 2 industries

Key findings
  • Of the 24 businesses in Google's top 3 map results, ChatGPT named only 6 (25%).
  • In 3 of 8 searches, ChatGPT didn't name a single business from Google's top 3.
  • Google's #1 map result was named by ChatGPT in only 4 of 8 searches.
  • Of the 31 businesses ChatGPT recommended, 25 weren't in Google's top 3 at all.

Business owners often assume that if they rank well on Google, AI tools will recommend them too. We tested that. On October 26, 2026 we asked Google and ChatGPT the same question for two kinds of local businesses, family dentists and med spas, in four mid-size US cities: Knoxville, Boise, Tulsa and Spokane.

For Google, we recorded the top 3 businesses in the map results for "best family dentist in [city]" and "best med spa in [city]". For ChatGPT, we asked "Who is the best family dentist in [city]?" and "What is the best med spa in [city]?" and recorded every business it recommended.

Bar chart: how many of Google's top 3 map results ChatGPT also recommended in 8 searches. Knoxville dentists 0, Boise dentists 2, Tulsa dentists 1, Spokane dentists 0, Knoxville med spas 0, Boise med spas 1, Tulsa med spas 1, Spokane med spas 1.
In 3 of 8 searches, ChatGPT named none of Google's top 3.

The results

Bold names appear in both lists.

SearchGoogle top 3 (map)ChatGPT recommendedOverlap
Family dentist
Knoxville, TN
Coulter Family Dentistry
Heritage Family Dentistry
Knoxville Smiles
Law Family & Cosmetic Dentistry
Halls Family Dentistry
Birdwell & Guffey Family Dentistry
East Tennessee Pediatric Dentistry
0 of 3
Family dentist
Boise, ID
Tree City Family Dental
Boise Family Dental Care
Carter Family Dentistry
Tree City Family Dental
Carter Family Dentistry
Blaisdell Family Dentistry
2 of 3
Family dentist
Tulsa, OK
Skyview Family Dental
Groves Family Cosmetic Dentistry
Bixby Family Dentistry
Skyview Family Dental
Domian Family Dentistry
Nellis Family Dentistry
Tulsa Children's Dentistry
1 of 3
Family dentist
Spokane, WA
Family Dental of Spokane Valley
Smile More Spokane Family Dentistry
Northview Family Dental
Cloninger & Carr Family Dentistry
Manito Family Dentistry
Moran Prairie Dentistry
Children's Choice Pediatric Dentistry
0 of 3
Med spa
Knoxville, TN
The Wellness Room
Dolce Medical Spa
Culture Aesthetics & Wellness
Meridiem DermSpa
Jessica Ellam Medical Aesthetics
Sarah Hitchcox Aesthetics
Southeastern Dermatology
Smiley Aesthetics Medical Spa
0 of 3
Med spa
Boise, ID
Spa 35 Med Spa
Om Wellness & Aesthetics
Prophecy Med Spa
Bobbi Bullock Medical Esthetics
Spa 35 Med Spa
Evoqe Medical Aesthetics
1 of 3
Med spa
Tulsa, OK
Bella Roma Medical Spa
Revitalize Medical Spa
Glow Medical Aesthetics
Bella Roma Medical Spa
Skin Care Institute
Luminate Clinic
Inject Aesthetics and Wellness
1 of 3
Med spa
Spokane, WA
Crafted Beauty
The LAB Aesthetics & Wellness
Rejuvenate Rx
Dermatology Specialists of Spokane
Rejuvenate Rx
SkinWell + Co.
Odara Medical Spa
1 of 3

1. Ranking on Google doesn't mean AI recommends you

Only 6 of Google's 24 top-3 businesses (25%) made ChatGPT's list. In Knoxville, for both dentists and med spas, and for Spokane dentists, the two lists had nothing in common. If you're winning on Google, that's worth a lot, but it doesn't carry over to AI answers on its own.

2. Even #1 on Google isn't safe

The business in Google's first map spot was named by ChatGPT in 4 of 8 searches. In the other 4, the top Google result wasn't mentioned at all.

3. ChatGPT looks beyond the map

ChatGPT's answers leaned on review counts and on how practices were described across the web. In Knoxville it cited listings with hundreds of reviews and noted review volume directly. It also widened the net: it suggested pediatric dentists and dermatology practices that Google's map results for these exact searches didn't show.

What this means for your business

  1. Check both. Ask ChatGPT the question your customers ask, not just Google. Our free AI Visibility Snapshot does this for you.
  2. Get talked about beyond your own website. Independent mentions, local guides and review sites give AI tools something to cite. That's what AI search optimization focuses on.
  3. Keep collecting real reviews. Review volume showed up in ChatGPT's reasoning. Never buy or fake them.
  4. Describe exactly who you serve. ChatGPT matched practices to needs (families, kids, cosmetic). Clear service pages make that matching easier.

Method and limits

One run per search, on October 26, 2026. Google results were collected with US settings; ChatGPT was used logged out with web search. AI answers vary by person, location, wording and time, and Google's map results vary by where you search from. This is a small snapshot, not a definitive study. We'll repeat it with more cities and industries.

Is ChatGPT recommending you, or a competitor?

Get a free AI Visibility Snapshot: we run this exact check for your business and send you one page within 48 hours. See local SEO built for dentists and med spas.

Free AI Visibility SnapshotSee who's taking your customers on Google & ChatGPT. Free. One page, 48 hours.