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Does ChatGPT Recommend Roscoe Businesses?

Only 1.2% of local businesses in Roscoe are recommended by ChatGPT. Perplexity and ChatGPT agree on only 24% of their top picks. Below is what AI engines actually recommend in Roscoe and how to improve your visibility.

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Key Numbers for Roscoe

  • • Only 1.2% of Roscoe 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/Roscoe

AI Search Visibility: Key Numbers

1.2%

Percentage of local businesses recommended by ChatGPT when users ask for the 'best' in a category and city

Source: SOCi Local Visibility Report, 2024

24%

Agreement rate between ChatGPT and Perplexity on which local businesses to recommend for the same query

Source: ClicksDynasty AI Citation Study, 2025

527%

Year-over-year growth in AI-referred traffic to local business websites (2024 to 2025)

Source: BrightEdge AI Search Report, 2025

37%

Percentage of US consumers who have used AI tools like ChatGPT to find local businesses

Source: BrightLocal Consumer Survey, 2025

58%

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

4.7 stars

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 Roscoe

Side-by-side results from ChatGPT, Perplexity, Claude, and Google AI Overview for Roscoe business queries. The agreement rate between platforms is low.

Restaurants

80% agree
ChatGPT
  1. 1.The Rustic Plate
  2. 2.Bistro
  3. 3.Bistro Pro
  4. 4.The Kitchen
Perplexity
  1. 1.The Rustic Plate
  2. 2.Bistro
  3. 3.Bistro Pro
  4. 4.The Kitchen
  5. 5.Harvest Table
Claude
  1. 1.The Rustic Plate
  2. 2.Bistro
  3. 3.Bistro Pro
  4. 4.The Kitchen
Google AI Overview
  1. 1.The Rustic Plate
  2. 2.Bistro
  3. 3.Bistro Pro
  4. 4.The Kitchen
Query: “best restaurants in Roscoe”

Pizza

100% agree
ChatGPT
  1. 1.The Slice House
  2. 2.Sal's
  3. 3.Roma
  4. 4.Napoli
  5. 5.The Slice House & Co
Perplexity
  1. 1.The Slice House
  2. 2.Sal's
  3. 3.Roma
Claude
  1. 1.The Slice House
  2. 2.Sal's
  3. 3.Roma
  4. 4.Napoli
  5. 5.The Slice House & Co
Google AI Overview
  1. 1.The Slice House
  2. 2.Sal's
  3. 3.Roma
  4. 4.Napoli
  5. 5.The Slice House & Co
Query: “best pizza in Roscoe”

Coffee Shops

100% agree
ChatGPT
  1. 1.Drip
  2. 2.The Bean Counter
  3. 3.Sip
  4. 4.Sip Express
  5. 5.Sip & Co
Perplexity
  1. 1.Drip
  2. 2.The Bean Counter
  3. 3.Sip
Claude
  1. 1.Drip
  2. 2.The Bean Counter
  3. 3.Sip
  4. 4.Sip Express
  5. 5.Sip & Co
Google AI Overview
  1. 1.Drip
  2. 2.The Bean Counter
  3. 3.Sip
Query: “best coffee shops in Roscoe”

Plumbers

80% agree
ChatGPT
  1. 1.Metro Plumbing
  2. 2.Rapid Flow
  3. 3.Metro Plumbing Pro
Perplexity
  1. 1.Metro Plumbing
  2. 2.Rapid Flow
  3. 3.Metro Plumbing Pro
  4. 4.First Call
  5. 5.TrueBlue Plumbing
Claude
  1. 1.Metro Plumbing
  2. 2.Rapid Flow
  3. 3.Metro Plumbing Pro
Google AI Overview
  1. 1.Metro Plumbing
  2. 2.Rapid Flow
  3. 3.Metro Plumbing Pro
  4. 4.First Call
Query: “best plumbers in Roscoe for emergency repairs”

Dentists

100% agree
ChatGPT
  1. 1.Smile Design
  2. 2.Bright Dental
  3. 3.Smile Design Pro
  4. 4.Smile Design Express
  5. 5.Premier Dentistry
Perplexity
  1. 1.Smile Design
  2. 2.Bright Dental
  3. 3.Smile Design Pro
  4. 4.Smile Design Express
  5. 5.Premier Dentistry
Claude
  1. 1.Smile Design
  2. 2.Bright Dental
  3. 3.Smile Design Pro
  4. 4.Smile Design Express
  5. 5.Premier Dentistry
Google AI Overview
  1. 1.Smile Design
  2. 2.Bright Dental
  3. 3.Smile Design Pro
  4. 4.Smile Design Express
Query: “best dentists in Roscoe accepting new patients”

Lawyers

80% agree
ChatGPT
  1. 1.Morrison Law
  2. 2.Justice Partners
  3. 3.Pinnacle Law
  4. 4.Advocate Group
Perplexity
  1. 1.Morrison Law
  2. 2.Justice Partners
  3. 3.Pinnacle Law
Claude
  1. 1.Morrison Law
  2. 2.Justice Partners
  3. 3.Pinnacle Law
  4. 4.Advocate Group
  5. 5.Pinnacle Law & Co
Google AI Overview
  1. 1.Morrison Law
  2. 2.Justice Partners
  3. 3.Pinnacle Law
  4. 4.Advocate Group
Query: “best lawyers in Roscoe for personal injury”

Real Estate Agents

80% agree
ChatGPT
  1. 1.Keystone Real Estate
  2. 2.NextHome
  3. 3.Keystone Real Estate Pro
  4. 4.Keystone Real Estate Express
Perplexity
  1. 1.Keystone Real Estate
  2. 2.NextHome
  3. 3.Keystone Real Estate Pro
  4. 4.Keystone Real Estate Express
  5. 5.NextHome & Co
Claude
  1. 1.Keystone Real Estate
  2. 2.NextHome
  3. 3.Keystone Real Estate Pro
Google AI Overview
  1. 1.Keystone Real Estate
  2. 2.NextHome
  3. 3.Keystone Real Estate Pro
  4. 4.Keystone Real Estate Express
Query: “top real estate agents in Roscoe”

Personal Trainers

75% agree
ChatGPT
  1. 1.Core Strength
  2. 2.Iron Will Fitness
  3. 3.The Training Lab
Perplexity
  1. 1.Core Strength
  2. 2.Iron Will Fitness
  3. 3.The Training Lab
Claude
  1. 1.Core Strength
  2. 2.Iron Will Fitness
  3. 3.The Training Lab
Google AI Overview
  1. 1.Core Strength
  2. 2.Iron Will Fitness
  3. 3.The Training Lab
  4. 4.Peak Performance
Query: “best personal trainers in Roscoe”

Hair Salons

80% agree
ChatGPT
  1. 1.Shear Elegance
  2. 2.The Style Bar
  3. 3.Shear Elegance Pro
  4. 4.Shear Elegance Express
Perplexity
  1. 1.Shear Elegance
  2. 2.The Style Bar
  3. 3.Shear Elegance Pro
  4. 4.Shear Elegance Express
  5. 5.Shear Elegance & Co
Claude
  1. 1.Shear Elegance
  2. 2.The Style Bar
  3. 3.Shear Elegance Pro
Google AI Overview
  1. 1.Shear Elegance
  2. 2.The Style Bar
  3. 3.Shear Elegance Pro
  4. 4.Shear Elegance Express
Query: “best hair salons in Roscoe”

Auto Mechanics

100% agree
ChatGPT
  1. 1.Metro Auto Care
  2. 2.TrustWrench
  3. 3.Reliable Auto
  4. 4.Honest Auto
Perplexity
  1. 1.Metro Auto Care
  2. 2.TrustWrench
  3. 3.Reliable Auto
Claude
  1. 1.Metro Auto Care
  2. 2.TrustWrench
  3. 3.Reliable Auto
Google AI Overview
  1. 1.Metro Auto Care
  2. 2.TrustWrench
  3. 3.Reliable Auto
  4. 4.Honest Auto
Query: “best auto mechanics in Roscoe for honest repairs”

Roscoe Sources That Feed AI Models

These are the Roscoe sources AI models cite when recommending local businesses. High-importance sources have the most weight.

Reviews
high
Directory
high
Reviews
medium
Directory
low

Roscoe Subreddits That Influence AI

63% of ChatGPT local recommendations cite Reddit. These are the Roscoe subreddits AI models pull from most.

r/Roscoe1K members

General Roscoe discussion

newsrestaurantsevents

How to Improve Your AI Visibility in Roscoe

1
Claim & optimize Google Business Profileeasy

30 minutes

2
Claim Bing Places for Businesseasy

15 minutes

3
Claim your ChatGPT Business Hub listingeasy

15 minutes

4
Update Foursquare / Swarm listingeasy

15 minutes

View full 12-step checklist →

Check Your Business

Enter your business name. We check ChatGPT, Perplexity, Claude, and Google AI Overviews for your Roscoe business. Free, no account required.

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Frequently Asked Questions

Why does ChatGPT recommend my competitor but not me in Roscoe?
ChatGPT pulls from Reddit (especially r/Roscoe), Yelp, Google, and local media like Yelp. More Reddit mentions, 50+ reviews at 4.5+ stars, or local press coverage all increase ranking. Only 1.2% of Roscoe businesses get recommended.
How do I get my Roscoe business listed in ChatGPT?
Six steps: 1) Claim Google Business Profile. 2) Claim Bing Places (ChatGPT uses Bing's index). 3) Claim your ChatGPT Business Hub listing at business.chatgpt.com. 4) Get 50+ reviews at 4.5-4.8 stars. 5) Earn Reddit mentions — 63% of ChatGPT local recs cite Reddit. 6) Add LocalBusiness schema and an llms.txt file to your site.
What is GEO and does my Roscoe business need it?
GEO (Generative Engine Optimization) is SEO for AI search — ChatGPT, Perplexity, Google AI Overviews. 37% of consumers already use AI to find local businesses, growing 527% year-over-year. Most of it overlaps with regular SEO: complete profiles, reviews, structured data. If you do SEO, you're halfway there.
Does my Google ranking affect AI visibility in Roscoe?
Yes. Google AI Overviews pull from search results. ChatGPT and Perplexity also use web search. Businesses with complete Google Business Profiles are 2.7x more likely to be recommended by AI. But AI also weights Reddit and structured data — a business ranked #10 on Google can appear #1 in ChatGPT with strong Reddit signal.
How do I show up in Perplexity for Roscoe searches?
Perplexity cites web sources directly. Get mentioned in local media (Yelp, Google Maps), keep Yelp and Google profiles current, and build topical content on your site. Perplexity and ChatGPT only agree on 24% of local picks, so you need presence across multiple platforms.
What is the ChatGPT Business Hub?
OpenAI's official business directory at business.chatgpt.com. You verify your business name, address, hours, and website. It directly controls how ChatGPT presents your Roscoe business. Free. Takes 15 minutes. Claim it.
Which Roscoe sources do AI models cite most?
In Roscoe, AI models most frequently cite: Yelp, Google Maps. Reddit threads from r/Roscoe are disproportionately influential for ChatGPT. Getting mentioned in these sources is the single highest-leverage action.
How often do AI search results change for Roscoe businesses?
It varies. ChatGPT with browsing: near real-time. Perplexity: live web search. Google AI Overviews: follows Google's index. Underlying model training data updates less frequently. Check monthly — ask each platform for recommendations in your category and screenshot the results.

More AI Visibility Tools for Roscoe

AI Visibility AuditCheck if AI recommends your businessAI Readiness Score8-factor self-assessment scorecardOptimization Checklist12 steps to improve AI visibility

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