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Does ChatGPT Recommend Lockport Businesses?

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

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Key Numbers for Lockport

  • • Only 1.2% of Lockport 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/Lockport

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 Lockport

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

Restaurants

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

Pizza

100% agree
ChatGPT
  1. 1.Joe's
  2. 2.Joe's Plus
  3. 3.Napoli
  4. 4.The Slice House
Perplexity
  1. 1.Joe's
  2. 2.Joe's Plus
  3. 3.Napoli
  4. 4.The Slice House
  5. 5.Brick Oven
Claude
  1. 1.Joe's
  2. 2.Joe's Plus
  3. 3.Napoli
  4. 4.The Slice House
  5. 5.Brick Oven
Google AI Overview
  1. 1.Joe's
  2. 2.Joe's Plus
  3. 3.Napoli
Query: “best pizza in Lockport”

Coffee Shops

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

Plumbers

100% agree
ChatGPT
  1. 1.AllCity Plumbing
  2. 2.TrueBlue Plumbing
  3. 3.Pro Pipe
Perplexity
  1. 1.AllCity Plumbing
  2. 2.TrueBlue Plumbing
  3. 3.Pro Pipe
Claude
  1. 1.AllCity Plumbing
  2. 2.TrueBlue Plumbing
  3. 3.Pro Pipe
Google AI Overview
  1. 1.AllCity Plumbing
  2. 2.TrueBlue Plumbing
  3. 3.Pro Pipe
Query: “best plumbers in Lockport for emergency repairs”

Dentists

100% agree
ChatGPT
  1. 1.Parkside Dental
  2. 2.City Dental Group
  3. 3.Smile Design
  4. 4.Premier Dentistry
Perplexity
  1. 1.Parkside Dental
  2. 2.City Dental Group
  3. 3.Smile Design
Claude
  1. 1.Parkside Dental
  2. 2.City Dental Group
  3. 3.Smile Design
  4. 4.Premier Dentistry
  5. 5.Parkside Dental & Co
Google AI Overview
  1. 1.Parkside Dental
  2. 2.City Dental Group
  3. 3.Smile Design
  4. 4.Premier Dentistry
  5. 5.Parkside Dental & Co
Query: “best dentists in Lockport accepting new patients”

Lawyers

60% agree
ChatGPT
  1. 1.Sterling Law
  2. 2.Sterling Law Plus
  3. 3.The Legal Shield
Perplexity
  1. 1.Sterling Law
  2. 2.Sterling Law Plus
  3. 3.The Legal Shield
Claude
  1. 1.Sterling Law
  2. 2.Sterling Law Plus
  3. 3.The Legal Shield
  4. 4.Justice Partners
  5. 5.Morrison Law
Google AI Overview
  1. 1.Sterling Law
  2. 2.Sterling Law Plus
  3. 3.The Legal Shield
Query: “best lawyers in Lockport for personal injury”

Real Estate Agents

80% agree
ChatGPT
  1. 1.Keystone Real Estate
  2. 2.CityView Homes
  3. 3.NextHome
Perplexity
  1. 1.Keystone Real Estate
  2. 2.CityView Homes
  3. 3.NextHome
  4. 4.Keystone Real Estate Express
  5. 5.Meridian Realty
Claude
  1. 1.Keystone Real Estate
  2. 2.CityView Homes
  3. 3.NextHome
  4. 4.Keystone Real Estate Express
Google AI Overview
  1. 1.Keystone Real Estate
  2. 2.CityView Homes
  3. 3.NextHome
  4. 4.Keystone Real Estate Express
Query: “top real estate agents in Lockport”

Personal Trainers

100% agree
ChatGPT
  1. 1.Elevate Training
  2. 2.Peak Performance
  3. 3.Iron Will Fitness
  4. 4.Iron Will Fitness Express
  5. 5.Core Strength
Perplexity
  1. 1.Elevate Training
  2. 2.Peak Performance
  3. 3.Iron Will Fitness
Claude
  1. 1.Elevate Training
  2. 2.Peak Performance
  3. 3.Iron Will Fitness
  4. 4.Iron Will Fitness Express
  5. 5.Core Strength
Google AI Overview
  1. 1.Elevate Training
  2. 2.Peak Performance
  3. 3.Iron Will Fitness
Query: “best personal trainers in Lockport”

Hair Salons

80% agree
ChatGPT
  1. 1.Bliss Hair
  2. 2.Bliss Hair Plus
  3. 3.Luxe Salon
  4. 4.Shear Elegance
Perplexity
  1. 1.Bliss Hair
  2. 2.Bliss Hair Plus
  3. 3.Luxe Salon
  4. 4.Shear Elegance
  5. 5.The Color Room
Claude
  1. 1.Bliss Hair
  2. 2.Bliss Hair Plus
  3. 3.Luxe Salon
Google AI Overview
  1. 1.Bliss Hair
  2. 2.Bliss Hair Plus
  3. 3.Luxe Salon
  4. 4.Shear Elegance
Query: “best hair salons in Lockport”

Auto Mechanics

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

Lockport Sources That Feed AI Models

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

Reviews
high
Directory
high
Reviews
medium
Directory
low

Lockport Subreddits That Influence AI

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

r/Lockport1K members

General Lockport discussion

newsrestaurantsevents

How to Improve Your AI Visibility in Lockport

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 Lockport business. Free, no account required.

Check My Business

Frequently Asked Questions

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

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