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Does ChatGPT Recommend Troy Businesses?

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

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Key Numbers for Troy

  • • Only 1.2% of Troy 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/Troy

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 Troy

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

Restaurants

80% agree
ChatGPT
  1. 1.Golden Fork
  2. 2.Harvest Table
  3. 3.Trattoria
Perplexity
  1. 1.Golden Fork
  2. 2.Harvest Table
  3. 3.Trattoria
  4. 4.Local Provisions
  5. 5.Harvest Table & Co
Claude
  1. 1.Golden Fork
  2. 2.Harvest Table
  3. 3.Trattoria
  4. 4.Local Provisions
Google AI Overview
  1. 1.Golden Fork
  2. 2.Harvest Table
  3. 3.Trattoria
  4. 4.Local Provisions
Query: “best restaurants in Troy”

Pizza

100% agree
ChatGPT
  1. 1.Pie Society
  2. 2.Napoli
  3. 3.Roma
  4. 4.Roma Express
  5. 5.Sal's
Perplexity
  1. 1.Pie Society
  2. 2.Napoli
  3. 3.Roma
  4. 4.Roma Express
  5. 5.Sal's
Claude
  1. 1.Pie Society
  2. 2.Napoli
  3. 3.Roma
  4. 4.Roma Express
Google AI Overview
  1. 1.Pie Society
  2. 2.Napoli
  3. 3.Roma
  4. 4.Roma Express
Query: “best pizza in Troy”

Coffee Shops

100% agree
ChatGPT
  1. 1.Morning Ritual
  2. 2.Sip
  3. 3.Dark Horse
  4. 4.Roast
  5. 5.Sip & Co
Perplexity
  1. 1.Morning Ritual
  2. 2.Sip
  3. 3.Dark Horse
  4. 4.Roast
  5. 5.Sip & Co
Claude
  1. 1.Morning Ritual
  2. 2.Sip
  3. 3.Dark Horse
  4. 4.Roast
  5. 5.Sip & Co
Google AI Overview
  1. 1.Morning Ritual
  2. 2.Sip
  3. 3.Dark Horse
Query: “best coffee shops in Troy”

Plumbers

80% agree
ChatGPT
  1. 1.TrueBlue Plumbing
  2. 2.AllCity Plumbing
  3. 3.TrueBlue Plumbing Pro
  4. 4.AllCity Plumbing Express
Perplexity
  1. 1.TrueBlue Plumbing
  2. 2.AllCity Plumbing
  3. 3.TrueBlue Plumbing Pro
  4. 4.AllCity Plumbing Express
  5. 5.TrueBlue Plumbing & Co
Claude
  1. 1.TrueBlue Plumbing
  2. 2.AllCity Plumbing
  3. 3.TrueBlue Plumbing Pro
  4. 4.AllCity Plumbing Express
Google AI Overview
  1. 1.TrueBlue Plumbing
  2. 2.AllCity Plumbing
  3. 3.TrueBlue Plumbing Pro
Query: “best plumbers in Troy for emergency repairs”

Dentists

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

Lawyers

100% agree
ChatGPT
  1. 1.Justice Partners
  2. 2.Pinnacle Law
  3. 3.The Legal Shield
  4. 4.Advocate Group
  5. 5.Morrison Law
Perplexity
  1. 1.Justice Partners
  2. 2.Pinnacle Law
  3. 3.The Legal Shield
  4. 4.Advocate Group
Claude
  1. 1.Justice Partners
  2. 2.Pinnacle Law
  3. 3.The Legal Shield
  4. 4.Advocate Group
  5. 5.Morrison Law
Google AI Overview
  1. 1.Justice Partners
  2. 2.Pinnacle Law
  3. 3.The Legal Shield
  4. 4.Advocate Group
  5. 5.Morrison Law
Query: “best lawyers in Troy for personal injury”

Real Estate Agents

100% agree
ChatGPT
  1. 1.Meridian Realty
  2. 2.Meridian Realty Plus
  3. 3.Compass Realty
  4. 4.Meridian Realty Express
Perplexity
  1. 1.Meridian Realty
  2. 2.Meridian Realty Plus
  3. 3.Compass Realty
Claude
  1. 1.Meridian Realty
  2. 2.Meridian Realty Plus
  3. 3.Compass Realty
  4. 4.Meridian Realty Express
Google AI Overview
  1. 1.Meridian Realty
  2. 2.Meridian Realty Plus
  3. 3.Compass Realty
Query: “top real estate agents in Troy”

Personal Trainers

100% agree
ChatGPT
  1. 1.Core Strength
  2. 2.The Training Lab
  3. 3.Peak Performance
  4. 4.Iron Will Fitness
  5. 5.Peak Performance & Co
Perplexity
  1. 1.Core Strength
  2. 2.The Training Lab
  3. 3.Peak Performance
Claude
  1. 1.Core Strength
  2. 2.The Training Lab
  3. 3.Peak Performance
  4. 4.Iron Will Fitness
  5. 5.Peak Performance & Co
Google AI Overview
  1. 1.Core Strength
  2. 2.The Training Lab
  3. 3.Peak Performance
Query: “best personal trainers in Troy”

Hair Salons

100% agree
ChatGPT
  1. 1.Shear Elegance
  2. 2.Shear Elegance Plus
  3. 3.Strand Studio
Perplexity
  1. 1.Shear Elegance
  2. 2.Shear Elegance Plus
  3. 3.Strand Studio
Claude
  1. 1.Shear Elegance
  2. 2.Shear Elegance Plus
  3. 3.Strand Studio
  4. 4.The Style Bar
Google AI Overview
  1. 1.Shear Elegance
  2. 2.Shear Elegance Plus
  3. 3.Strand Studio
  4. 4.The Style Bar
Query: “best hair salons in Troy”

Auto Mechanics

100% agree
ChatGPT
  1. 1.Metro Auto Care
  2. 2.Metro Auto Care Plus
  3. 3.AllStar Automotive
  4. 4.TrustWrench
Perplexity
  1. 1.Metro Auto Care
  2. 2.Metro Auto Care Plus
  3. 3.AllStar Automotive
  4. 4.TrustWrench
  5. 5.TrustWrench & Co
Claude
  1. 1.Metro Auto Care
  2. 2.Metro Auto Care Plus
  3. 3.AllStar Automotive
  4. 4.TrustWrench
  5. 5.TrustWrench & Co
Google AI Overview
  1. 1.Metro Auto Care
  2. 2.Metro Auto Care Plus
  3. 3.AllStar Automotive
Query: “best auto mechanics in Troy for honest repairs”

Troy Sources That Feed AI Models

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

Reviews
high
Directory
high
Reviews
medium
Directory
low

Troy Subreddits That Influence AI

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

r/Troy4K members

General Troy discussion

newsrestaurantsevents

How to Improve Your AI Visibility in Troy

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 Troy business. Free, no account required.

Check My Business

Frequently Asked Questions

Why does ChatGPT recommend my competitor but not me in Troy?
ChatGPT pulls from Reddit (especially r/Troy), 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 Troy businesses get recommended.
How do I get my Troy 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 Troy 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 Troy?
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 Troy 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 Troy business. Free. Takes 15 minutes. Claim it.
Which Troy sources do AI models cite most?
In Troy, AI models most frequently cite: Yelp, Google Maps. Reddit threads from r/Troy are disproportionately influential for ChatGPT. Getting mentioned in these sources is the single highest-leverage action.
How often do AI search results change for Troy 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 Troy

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

More Troy Resources

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