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AI visibility benchmark · Kingston, ON · Sep 30

Kingston buyers are asking AI where to buy a car.
No dealership owns these answers yet.

We asked ChatGPT, Gemini and Perplexity 12 real buyer questions in 5 parts of the Kingston area. 78% of the 178 answers sent buyers to a marketplace, and the most-named dealership showed up in just 7. The lead is up for grabs — see where you stand before your competitors do.

Use your dealership or dealer-group email; a personal email works too. We also check your website’s AI readiness. Free.

Geminisaved Sep 30

“What used SUV can I get for around CAD $500 a month in Brockville?”

The answer named

  • Riverside Chevrolet Buick GMC Ltd.
  • Brockville Nissan
  • Brockville Hyundai

And sent the buyer to

  • cargurus.ca
  • brockvillenissan.com
  • wowa.ca
  • carhub.ca
One of 178 saved answersall questions ↓

The dealerships AI names in Kingston

The whole field is bunched together: the leader is named in 7 of 178 answers, and a handful of answers separates the top three from the pack. Counted across the 49 tracked Kingston area dealerships; ties share a rank. Nothing is paid for — VIN Index members are counted exactly like everyone else.

  1. 1Riverside Chevrolet Buick GMC Ltd.7 of 178
  2. 21000 Islands Toyota6 of 178
  3. 2Brockville Nissan6 of 178
  4. 4Boyer Kia5 of 178
  5. 4Brockville Hyundai5 of 178
  6. 4Platinum Auto Sales5 of 178
  7. 4STORMY'S CAR SALES5 of 178
  8. 8Central City Auto Sales4 of 178
  9. 8Jim Thompson Chrysler4 of 178
  10. 8Victory Lane Auto Sales Ltd4 of 178
  11. 11613 Auto Insiders3 of 178
  12. 11AARON AUTO3 of 178
  13. 11Peter Smith GM3 of 178
  14. 11Petrie Ford3 of 178
  15. 15Ashie Motor Sales2 of 178
  16. 15BAY MAZDA2 of 178
  17. 15Belleville Chrysler Dodge Jeep Ram Fiat2 of 178
  18. 15Belleville Nissan2 of 178
  19. 19Belleville Mitsubishi1 of 178
  20. 19BMW Kingston1 of 178
  21. 19Brockville Honda1 of 178
  22. 19Cooney Auto Sales Inc.1 of 178
  23. 19James Braden Nissan1 of 178
  24. 19Kingston Kia1 of 178
  25. 19Kingston Toyota1 of 178
  26. 19Strader Motor Sales Kingston1 of 178

See where you rank, and why

Your dealership highlighted on this board, plus your own report with the exact answers Kingston buyers got.

Use your dealership or dealer-group email; a personal email works too. We also check your website’s AI readiness. Free.

Who AI names in Kingston, by what the shopper wants

The same 49 dealerships, counted on questions about one need at a time. A dealership named for financing is rarely the one named for selling a car. Each list is a count of answers, not a grade — and nothing on it can be bought.

Financing a used car in Kingston

Named across 30 answers to 10 questions like “I need a used AWD vehicle for winter in Belleville, Ontario, Canada. What can I get for CAD $600 a month?”, asked of ChatGPT, Gemini and Perplexity, September 2026.

  1. 1Central City Auto Sales1 of 30
  2. 2James Braden Nissan1 of 30
  3. 3Kingston Toyota1 of 30
  4. 4Northern Motors CA1 of 30
  5. 5Platinum Auto Sales1 of 30
  6. 6Victory Lane Auto Sales Ltd1 of 30
  7. 7Jim Thompson Chrysler2 of 30

By town: Kingston · Belleville · Brockville · Napanee · Trenton

Your opportunity in Kingston

Most of these answers are still up for grabs.
Here’s how to take them first.

130of 178

Kingston buyer answers name no tracked local dealer yet

We do thisAnswer pages built around these exact questions, filled with your inventory.

33of 58

Dealer sites missing vehicle data AI can read

No complete machine-readable price, mileage and year on the vehicle pages.

We do thisEvery vehicle published with its price, mileage and year labelled for AI.

40of 74

Inventory hidden behind JavaScript

Vehicle pages that don’t fully appear to most AI crawlers.

We do thisVehicle pages served as plain, readable HTML.

43of 55

Dealer sites turn away an AI crawler

At least one refused — most often GPTBot, ClaudeBot, PerplexityBot.

Your fixAllow AI crawlers in your site’s firewall or bot settings — usually a single setting.

VIN Index publishes your inventory as pages AI can read and cite — straight from your feed, with no change to your website — and every enquiry goes to you. The first dealers here to do it are competing with almost no one.

See where you rank

Website figures: the newest VIN Index AI-readiness check of every Kingston area dealership website we track (75 sites, Aug 4–Nov 12) — wider than the 49 dealerships on the leaderboard, which are the ones we match by name in answers. Each card counts only the sites where that particular check gave a clear result, so each has its own total. Sites may have changed since. Totals across dealerships, never about one.

The VIN Index content engine

AI quotes pages that answer the question.
We write them for you.

  1. 01

    Finds the questions

    The buyer questions AI is fielding in Kingston — like the 12 on this page — matched to what you have on the lot.

  2. 02

    Writes the answers

    A page for each question, built from your live inventory, prices and payments, published on your own VIN Index site.

  3. 03

    Tracks the citations

    Regular checks across ChatGPT, Gemini and Perplexity show which pages AI is quoting, and which questions to answer next.

An Ottawa used-car dealership, on the content engine

40 answer pages · through Sep 28

0→10

From invisible to named in nearly half its buyer answers (10 of 21) in 10 weeks.

14days

From its first answer page going live to AI citing it as the source.

171

Times AI cited its VIN Index pages in the last 14 days, across 37 different buyer questions.

The dealership’s own tracked questions, not this page’s sample, and none names a dealership. “Named” compares the same questions and assistants in its first ten days of checks (Jul 18) and its latest ten (Sep 28). Citation counts are from our checks, not buyer traffic. One dealership’s result, not a guarantee.

See where you rank

178

AI answers saved across 5 parts of the Kingston area

78%

cite a listing marketplace like CarGurus, AutoTrader or Clutch

27%

name one of the 49 tracked local dealerships in the answer itself

7 of 178

the most any single Kingston dealership was named — nobody's running away with it

The 12 questions, asked in every area

  • I need a used AWD vehicle for winter in Kingston. What's a good option under CAD $25,000?
  • What's the best used seven-passenger SUV I can get for CAD $800 a month in Kingston?
  • What's the best used seven-passenger SUV under CAD $30,000 in Kingston?
  • What's a good used car for commuting in Kingston for under CAD $400 a month?
  • What used SUV should I buy for under CAD $25,000 in Kingston?
  • I'm paying cash for a used commuter car in Kingston. What can I get for CAD $15,000?
  • I need a used AWD vehicle for winter in Kingston. What can I get for CAD $600 a month?
  • What kind of used car can I get for CAD $400 a month in Kingston?
  • I have CAD $20,000 cash to spend on a used car in Kingston. What should I buy?
  • What used SUV can I get for around CAD $500 a month in Kingston?
  • Which independent used car dealerships should I consider in Kingston?
  • Where should I buy a used car in Kingston?

Each asked in Kingston, Napanee, Belleville, Brockville, Trenton — 178 answers in all. No question names a dealership, so a dealer only counts when AI brings them up on its own.

Where the answers send buyers

Which websites the 178 answers pointed buyers to. The marketplaces publish a price and a payment for every car in one place — exactly what a budget question asks for — so that’s where the answers go.

78%

of answers cite a listing marketplace

36%

of answers cite a local dealership’s own website

Linking isn’t recommending: an answer can list a dealer’s page among its sources — any dealer’s, not only the 49 on the leaderboard — without naming that dealer to the buyer. That’s why this is higher than the 27% of answers that name one.

  1. 1cargurus.ca110 / 178
  2. 2clutch.ca72 / 178
  3. 3carpages.ca54 / 178
  4. 4kijiji.ca51 / 178
  5. 5autorama.ca40 / 178
  6. 6carloft.ca34 / 178
  7. 7autotrader.ca33 / 178
  8. 8bayviewauto.ca25 / 178
  9. 9canadadrives.ca21 / 178
  10. 10autohousekingston.ca20 / 178

The questions no Kingston dealer is winning yet

How often each question’s answers named a local dealership, across every area and every assistant. “Where should I buy a used car in Kingston?” gets a dealer named 67% of the time; the budget questions are where the answers go elsewhere.

  1. I need a used AWD vehicle for winter in Kingston. What's a good option under CAD $25,000?7%
  2. What's the best used seven-passenger SUV I can get for CAD $800 a month in Kingston?7%
  3. What's the best used seven-passenger SUV under CAD $30,000 in Kingston?7%
  4. What's a good used car for commuting in Kingston for under CAD $400 a month?13%
  5. What used SUV should I buy for under CAD $25,000 in Kingston?20%
  6. I'm paying cash for a used commuter car in Kingston. What can I get for CAD $15,000?21%
  7. I need a used AWD vehicle for winter in Kingston. What can I get for CAD $600 a month?27%
  8. What kind of used car can I get for CAD $400 a month in Kingston?27%
  9. I have CAD $20,000 cash to spend on a used car in Kingston. What should I buy?33%
  10. What used SUV can I get for around CAD $500 a month in Kingston?40%
  11. Which independent used car dealerships should I consider in Kingston?53%
  12. Where should I buy a used car in Kingston?67%

Share of that question’s answers (15 each) naming at least one tracked local dealership.

The assistants don’t answer alike

Same questions, same areas, same day. How often each one named a local dealership, and how often it pointed to a marketplace.

ChatGPT60 answers

Named a local dealership28%
Cited a marketplace70%

Gemini59 answers

Named a local dealership36%
Cited a marketplace66%

Perplexity59 answers

Named a local dealership17%
Cited a marketplace97%

Get ahead before the rest of Kingston does.

Most of these answers don’t name a Kingston dealer yet. VIN Index turns your inventory into pages AI can read, quote and cite — prices, payments and the facts buyers ask about — and sends every enquiry straight to you.

See where you rankHow it works
How we measured this

One saved sample: 12 questions asked in each of Kingston, Napanee, Belleville, Brockville, Trenton, answered by ChatGPT, Gemini and Perplexity with web search on September 30, 2026. Five monthly-payment, five cash-budget and two dealer-discovery questions per location. No question names a dealership. Answers in the consumer apps can differ, and a new sample can differ from this one.

Every answer figure uses the same 178 successful answers. “Name a local dealership” means the answer text names one of the 49 dealerships we track in this area, identified from their own websites; that list is not every dealer in the area. “Cite a marketplace” means the answer’s sources include a listing marketplace or national online retailer.

These counts describe what the answers said. They are not shopper traffic, sales, or a dealership’s position within an answer, and they do not show why any dealership was or wasn’t named. Differences between individual areas rest on 36 answers each and are not reported.