AI visibility benchmark · Longueuil et Rive-Sud, QC · Oct 20
Longueuil et Rive-Sud 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 6 parts of the Longueuil et Rive-Sud area. 60% of the 216 answers sent buyers to a marketplace, and the most-named dealership showed up in just 16. The lead is up for grabs — see where you stand before your competitors do.
“Quel est le meilleur VUS d'occasion à sept places que je peux avoir pour 800 $ par mois à Chambly?”
The answer named
- Chambly Honda
- Kia Chambly
- Seray Hyundai Chambly
And sent the buyer to
- cargurus.com
- kiachambly.ca
- seraychamblyhyundai.com
- chamblyhonda.com
The dealerships AI names in Longueuil et Rive-Sud
The whole field is bunched together: the leader is named in 16 of 216 answers, and a handful of answers separates the top three from the pack. Counted across the 83 tracked Longueuil et Rive-Sud area dealerships; ties share a rank. Nothing is paid for — VIN Index members are counted exactly like everyone else.
- 1Auto St-Hubert16 of 216
- 1Chambly Honda16 of 216
- 3TZone Autos15 of 216
56 more Longueuil et Rive-Sud dealerships were named. Is yours one of them?
Your opportunity in Longueuil et Rive-Sud
Most of these answers are still up for grabs.
Here’s how to take them first.
102of 216
Longueuil et Rive-Sud buyer answers name no tracked local dealer yet
We do thisAnswer pages built around these exact questions, filled with your inventory.
15of 73
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.
79of 85
Inventory hidden behind JavaScript
Vehicle pages that don’t fully appear to most AI crawlers.
We do thisVehicle pages served as plain, readable HTML.
50of 68
Dealer sites turn away an AI crawler
At least one refused — most often PerplexityBot, GPTBot, ClaudeBot.
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.
Website figures: the newest VIN Index AI-readiness check of every Longueuil et Rive-Sud area dealership website we track (86 sites, Oct 4–Oct 20) — wider than the 83 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.
01
Finds the questions
The buyer questions AI is fielding in Longueuil et Rive-Sud — like the 12 on this page — matched to what you have on the lot.
02
Writes the answers
A page for each question, built from your live inventory, prices and payments, published on your own VIN Index site.
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.
216
AI answers saved across 6 parts of the Longueuil et Rive-Sud area
60%
cite a listing marketplace like CarGurus, AutoTrader or Clutch
53%
name one of the 83 tracked local dealerships in the answer itself
16 of 216
the most any single Longueuil et Rive-Sud dealership was named — nobody's running away with it
The 12 questions, asked in every area
- Quel est le meilleur VUS d'occasion à sept places que je peux avoir pour 800 $ par mois à Longueuil et Rive-Sud?
- J'ai 20 000 $ comptant pour une auto d'occasion à Longueuil et Rive-Sud. Qu'est-ce que je devrais acheter?
- J'ai besoin d'un véhicule d'occasion à traction intégrale pour l'hiver à Longueuil et Rive-Sud. Qu'est-ce que je peux avoir pour 600 $ par mois?
- J'ai besoin d'un véhicule d'occasion à traction intégrale pour l'hiver à Longueuil et Rive-Sud. Qu'est-ce qui est bien à moins de 25 000 $?
- Je paie comptant une auto d'occasion pour aller au travail à Longueuil et Rive-Sud. Qu'est-ce que je peux avoir pour 15 000 $?
- Quel est le meilleur VUS d'occasion à sept places à moins de 30 000 $ à Longueuil et Rive-Sud?
- Quel VUS d'occasion devrais-je acheter pour moins de 25 000 $ à Longueuil et Rive-Sud?
- Quelle est une bonne auto d'occasion pour aller au travail à Longueuil et Rive-Sud pour moins de 400 $ par mois?
- Quel genre de véhicule d'occasion puis-je avoir pour 400 $ par mois à Longueuil et Rive-Sud?
- Quel VUS d'occasion puis-je avoir pour environ 500 $ par mois à Longueuil et Rive-Sud?
- Quels concessionnaires indépendants de véhicules d'occasion devrais-je considérer à Longueuil et Rive-Sud?
- Où devrais-je acheter un véhicule d'occasion à Longueuil et Rive-Sud?
Each asked in Longueuil, Brossard, Saint-Hubert, Boucherville, Sainte-Julie, Chambly — 216 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 216 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.
60%
of answers cite a listing marketplace
76%
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 83 on the leaderboard — without naming that dealer to the buyer. That’s why this is higher than the 53% of answers that name one.
- 1otogo.ca87 / 216
- 2cargurus.ca54 / 216
- 3occasionbeaucage.com52 / 216
- 4automobileendirect.com48 / 216
- 5auto123.com45 / 216
- 6autohebdo.net33 / 216
- 7autotrader.ca33 / 216
- 8groupelauzon.com28 / 216
- 9autosthubert.com26 / 216
- 10chamblyhonda.com22 / 216
The questions no Longueuil et Rive-Sud dealer is winning yet
How often each question’s answers named a local dealership, across every area and every assistant. “Où devrais-je acheter un véhicule d'occasion à Longueuil et Rive-Sud?” gets a dealer named 100% of the time; the budget questions are where the answers go elsewhere.
- Quel est le meilleur VUS d'occasion à sept places que je peux avoir pour 800 $ par mois à Longueuil et Rive-Sud?28%
- J'ai 20 000 $ comptant pour une auto d'occasion à Longueuil et Rive-Sud. Qu'est-ce que je devrais acheter?44%
- J'ai besoin d'un véhicule d'occasion à traction intégrale pour l'hiver à Longueuil et Rive-Sud. Qu'est-ce que je peux avoir pour 600 $ par mois?44%
- J'ai besoin d'un véhicule d'occasion à traction intégrale pour l'hiver à Longueuil et Rive-Sud. Qu'est-ce qui est bien à moins de 25 000 $?44%
- Je paie comptant une auto d'occasion pour aller au travail à Longueuil et Rive-Sud. Qu'est-ce que je peux avoir pour 15 000 $?44%
- Quel est le meilleur VUS d'occasion à sept places à moins de 30 000 $ à Longueuil et Rive-Sud?44%
- Quel VUS d'occasion devrais-je acheter pour moins de 25 000 $ à Longueuil et Rive-Sud?44%
- Quelle est une bonne auto d'occasion pour aller au travail à Longueuil et Rive-Sud pour moins de 400 $ par mois?44%
- Quel genre de véhicule d'occasion puis-je avoir pour 400 $ par mois à Longueuil et Rive-Sud?56%
- Quel VUS d'occasion puis-je avoir pour environ 500 $ par mois à Longueuil et Rive-Sud?61%
- Quels concessionnaires indépendants de véhicules d'occasion devrais-je considérer à Longueuil et Rive-Sud?78%
- Où devrais-je acheter un véhicule d'occasion à Longueuil et Rive-Sud?100%
Share of that question’s answers (18 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.
ChatGPT72 answers
Gemini72 answers
Perplexity72 answers
Get ahead before the rest of Longueuil et Rive-Sud does.
Most of these answers don’t name a Longueuil et Rive-Sud 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.
How we measured this
One saved sample: 12 questions asked in each of Longueuil, Brossard, Saint-Hubert, Boucherville, Sainte-Julie, Chambly, answered by ChatGPT, Gemini and Perplexity with web search on October 20, 2026. Five monthly-payment, five cash-budget and two dealer-discovery questions per location, asked in French. 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 216 successful answers. “Name a local dealership” means the answer text names one of the 83 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.