Does ChatGPT Recommend Roma Businesses?
Only 1.2% of local businesses in Roma are recommended by ChatGPT. Perplexity and ChatGPT agree on only 24% of their top picks. Below is what AI engines actually recommend in Roma and how to improve your visibility.
Key Numbers for Roma
- • Only 1.2% of Roma businesses appear in ChatGPT recommendations
- • ChatGPT and Perplexity agree on only 24% of top picks
- • Top citation source: Yelp — get listed there first
- • Most important subreddit: r/Roma
AI Search Visibility: Key Numbers
Percentage of local businesses recommended by ChatGPT when users ask for the 'best' in a category and city
Source: SOCi Local Visibility Report, 2024
Agreement rate between ChatGPT and Perplexity on which local businesses to recommend for the same query
Source: ClicksDynasty AI Citation Study, 2025
Year-over-year growth in AI-referred traffic to local business websites (2024 to 2025)
Source: BrightEdge AI Search Report, 2025
Percentage of US consumers who have used AI tools like ChatGPT to find local businesses
Source: BrightLocal Consumer Survey, 2025
Percentage of local searches on Google that end without a click, many due to AI Overviews providing direct answers
Source: SparkToro/Datos Zero-Click Study, 2024
Average star rating of businesses most frequently recommended by AI models. Perfect 5.0 ratings with few reviews are typically excluded.
Source: SOCi Local Visibility Report, 2024
What AI Recommends in Roma
Side-by-side results from ChatGPT, Perplexity, Claude, and Google AI Overview for Roma business queries. The agreement rate between platforms is low.
Restaurants
80% agree- 1.Harvest Table
- 2.Bistro
- 3.The Kitchen
- 4.Sage & Vine
- 1.Harvest Table
- 2.Bistro
- 3.The Kitchen
- 4.Sage & Vine
- 5.Harvest Table & Co
- 1.Harvest Table
- 2.Bistro
- 3.The Kitchen
- 4.Sage & Vine
- 1.Harvest Table
- 2.Bistro
- 3.The Kitchen
Pizza
100% agree- 1.Joe's
- 2.Brick Oven
- 3.Napoli
- 4.Joe's Express
- 5.Joe's & Co
- 1.Joe's
- 2.Brick Oven
- 3.Napoli
- 4.Joe's Express
- 1.Joe's
- 2.Brick Oven
- 3.Napoli
- 4.Joe's Express
- 1.Joe's
- 2.Brick Oven
- 3.Napoli
- 4.Joe's Express
- 5.Joe's & Co
Coffee Shops
80% agree- 1.Brew Lab
- 2.The Bean Counter
- 3.The Bean Counter Pro
- 1.Brew Lab
- 2.The Bean Counter
- 3.The Bean Counter Pro
- 4.The Bean Counter Express
- 1.Brew Lab
- 2.The Bean Counter
- 3.The Bean Counter Pro
- 4.The Bean Counter Express
- 5.Roast
- 1.Brew Lab
- 2.The Bean Counter
- 3.The Bean Counter Pro
Plumbers
100% agree- 1.Pro Pipe
- 2.TrueBlue Plumbing
- 3.First Call
- 4.TrueBlue Plumbing Express
- 5.Pro Pipe & Co
- 1.Pro Pipe
- 2.TrueBlue Plumbing
- 3.First Call
- 4.TrueBlue Plumbing Express
- 1.Pro Pipe
- 2.TrueBlue Plumbing
- 3.First Call
- 4.TrueBlue Plumbing Express
- 5.Pro Pipe & Co
- 1.Pro Pipe
- 2.TrueBlue Plumbing
- 3.First Call
- 4.TrueBlue Plumbing Express
- 5.Pro Pipe & Co
Dentists
100% agree- 1.Smile Design
- 2.Smile Design Plus
- 3.Smile Design Pro
- 4.Premier Dentistry
- 5.Smile Design & Co
- 1.Smile Design
- 2.Smile Design Plus
- 3.Smile Design Pro
- 1.Smile Design
- 2.Smile Design Plus
- 3.Smile Design Pro
- 4.Premier Dentistry
- 5.Smile Design & Co
- 1.Smile Design
- 2.Smile Design Plus
- 3.Smile Design Pro
- 4.Premier Dentistry
- 5.Smile Design & Co
Lawyers
80% agree- 1.The Legal Shield
- 2.Justice Partners
- 3.Sterling Law
- 1.The Legal Shield
- 2.Justice Partners
- 3.Sterling Law
- 4.Morrison Law
- 1.The Legal Shield
- 2.Justice Partners
- 3.Sterling Law
- 4.Morrison Law
- 5.Morrison Law & Co
- 1.The Legal Shield
- 2.Justice Partners
- 3.Sterling Law
- 4.Morrison Law
Real Estate Agents
100% agree- 1.Compass Realty
- 2.CityView Homes
- 3.Meridian Realty
- 4.Urban Nest
- 1.Compass Realty
- 2.CityView Homes
- 3.Meridian Realty
- 1.Compass Realty
- 2.CityView Homes
- 3.Meridian Realty
- 1.Compass Realty
- 2.CityView Homes
- 3.Meridian Realty
- 4.Urban Nest
Personal Trainers
80% agree- 1.Peak Performance
- 2.Iron Will Fitness
- 3.Elevate Training
- 4.FitLife Studio
- 1.Peak Performance
- 2.Iron Will Fitness
- 3.Elevate Training
- 1.Peak Performance
- 2.Iron Will Fitness
- 3.Elevate Training
- 4.FitLife Studio
- 1.Peak Performance
- 2.Iron Will Fitness
- 3.Elevate Training
- 4.FitLife Studio
- 5.Iron Will Fitness & Co
Hair Salons
100% agree- 1.The Style Bar
- 2.Luxe Salon
- 3.Mane Street
- 1.The Style Bar
- 2.Luxe Salon
- 3.Mane Street
- 4.Bliss Hair
- 5.Shear Elegance
- 1.The Style Bar
- 2.Luxe Salon
- 3.Mane Street
- 4.Bliss Hair
- 5.Shear Elegance
- 1.The Style Bar
- 2.Luxe Salon
- 3.Mane Street
- 4.Bliss Hair
Auto Mechanics
100% agree- 1.AllStar Automotive
- 2.Precision Motors
- 3.AllStar Automotive Pro
- 4.TrustWrench
- 5.Reliable Auto
- 1.AllStar Automotive
- 2.Precision Motors
- 3.AllStar Automotive Pro
- 4.TrustWrench
- 1.AllStar Automotive
- 2.Precision Motors
- 3.AllStar Automotive Pro
- 4.TrustWrench
- 5.Reliable Auto
- 1.AllStar Automotive
- 2.Precision Motors
- 3.AllStar Automotive Pro
Roma Sources That Feed AI Models
These are the Roma sources AI models cite when recommending local businesses. High-importance sources have the most weight.
Roma Subreddits That Influence AI
63% of ChatGPT local recommendations cite Reddit. These are the Roma subreddits AI models pull from most.
How to Improve Your AI Visibility in Roma
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