Tobacco Road Harley-Davidson
When Raleigh shoppers ask ChatGPT, Perplexity and Google AI Mode about e-bikes, none of the 30 answers names Tobacco Road Harley-Davidson. #8 of 29 local e-bike shops; AI names Conte's Bike Shop in 28.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Conte's Bike Shop, 28 of 30
Asked on 30 October 2026Tobacco Road Harley-Davidson
- 4.6 · 1,127 Google reviews
- 1126 S Saunders St, Raleigh, NC 27603
- E-bikes
- tobaccoroadhd.com
More Google reviews than 96% of the e-bike shops in Raleigh. Yet AI names 7 other e-bike shops here, Conte's Bike Shop first, with 137 reviews.
What AI answers instead
A shopper asks ChatGPT: “best e-bike shop in Raleigh”. The answer names:
- Conte's Bike Shop
- Oak City Cycling
- Bicycle Chain
Tobacco Road Harley-Davidson is not in it, or in any of the other 29 answers.
The 10 questions we asked
Each asked in ChatGPT, Perplexity and Google AI Mode. A tick: at least one answer to it names Tobacco Road Harley-Davidson or links its site.
- best e-bike shop in Raleigh
- where to buy an electric bike in Raleigh
- e-bike store in Raleigh with test rides
- where to buy a folding e-bike in Raleigh
- cargo e-bike dealer in Raleigh
- e-bike sales and repair shop in Raleigh
- affordable commuter e-bikes in Raleigh, where should I buy one
- electric mountain bike shop in Raleigh
- Raleigh bike shops that sell e-bikes online with local delivery
- which local shop in Raleigh has the best e-bike selection
What AI finds on tobaccoroadhd.com
A free check of the store's home page, robots.txt and llms.txt, on 3 November 2026. These are the signals AI assistants read first.
- Store details in structured dataNo Organization or LocalBusiness data on the home page: AI has to guess who and where the store is.
- Products in structured dataNo Product data on the home page: AI cannot see what the store sells or for how much.
- Ratings in structured dataNo rating or review data: AI leans on other sites to judge the store.
- Open to AI assistantsrobots.txt lets the AI crawlers in.
- llms.txtA plain summary for AI assistants.
- Secure site (HTTPS)Opens over HTTPS.
Stores like it that AI names
Close in Google rating and reviews.
- REI4 of 30 · ★ 4.5 · 703 reviews
- Bicycle Chain23 of 30 · ★ 4.5 · 259 reviews
- Oak City Cycling14 of 30 · ★ 4.8 · 254 reviews
Nearby, in 27603
Other e-bike shops with the same ZIP code.
- Tapped Out Cycles0 of 30 AI answers
- The Bike Library Cafe0 of 30 AI answers
- Art Moto Garage0 of 30 AI answers
Is Tobacco Road Harley-Davidson yours?
The free scan asks the questions your shoppers ask, built from your own catalog, and shows who AI picks instead of you and what to fix. On a plan, 7BE does the work: product texts, feeds and reviews, checked every week.
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