AI visibility benchmark · Châteauguay, Valleyfield et Roussillon, QC · Oct 20
Châteauguay 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 Châteauguay, Valleyfield et Roussillon area. 53% of the 216 answers sent buyers to a marketplace, and the most-named dealership showed up in just 15. The lead is up for grabs — see where you stand before your competitors do.
“Quel VUS d'occasion puis-je avoir pour environ 500 $ par mois à Saint-Constant?”
The answer named
- Volkswagen Gabriel St-Constant
And sent the buyer to
- cargurus.ca
- vwgabrielstconstant.com
- autoquebec.com
- otogo.ca
The dealerships AI names in Châteauguay
The whole field is bunched together: the leader is named in 15 of 216 answers, and a handful of answers separates the top three from the pack. Counted across the 43 tracked Châteauguay, Valleyfield et Roussillon area dealerships; ties share a rank. Nothing is paid for — VIN Index members are counted exactly like everyone else.
- 1Volkswagen Gabriel St-Constant15 of 216
- 2Acquis Auto14 of 216
- 3Candiac Toyota13 of 216
28 more Châteauguay dealerships were named. Is yours one of them?
Your opportunity in Châteauguay
Most of these answers are still up for grabs.
Here’s how to take them first.
133of 216
Châteauguay buyer answers name no tracked local dealer yet
We do thisAnswer pages built around these exact questions, filled with your inventory.
10of 40
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.
37of 44
Inventory hidden behind JavaScript
Vehicle pages that don’t fully appear to most AI crawlers.
We do thisVehicle pages served as plain, readable HTML.
24of 41
Dealer sites turn away an AI crawler
At least one refused — most often ClaudeBot, GPTBot, 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.
Website figures: the newest VIN Index AI-readiness check of every Châteauguay, Valleyfield et Roussillon area dealership website we track (44 sites, Oct 4–Oct 4) — wider than the 43 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 Châteauguay — 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 Châteauguay, Valleyfield et Roussillon area
53%
cite a listing marketplace like CarGurus, AutoTrader or Clutch
38%
name one of the 43 tracked local dealerships in the answer itself
15 of 216
the most any single Châteauguay dealership was named — nobody's running away with it
The 12 questions, asked in every area
- J'ai besoin d'un véhicule d'occasion à traction intégrale pour l'hiver à Châteauguay. Qu'est-ce qui est bien à moins de 25 000 $?
- Quel est le meilleur VUS d'occasion à sept places que je peux avoir pour 800 $ par mois à Châteauguay?
- Quel VUS d'occasion devrais-je acheter pour moins de 25 000 $ à Châteauguay?
- Je paie comptant une auto d'occasion pour aller au travail à Châteauguay. 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 Châteauguay?
- Quelle est une bonne auto d'occasion pour aller au travail à Châteauguay pour moins de 400 $ par mois?
- J'ai 20 000 $ comptant pour une auto d'occasion à Châteauguay. Qu'est-ce que je devrais acheter?
- J'ai besoin d'un véhicule d'occasion à traction intégrale pour l'hiver à Châteauguay. Qu'est-ce que je peux avoir pour 600 $ par mois?
- Quel genre de véhicule d'occasion puis-je avoir pour 400 $ par mois à Châteauguay?
- Quel VUS d'occasion puis-je avoir pour environ 500 $ par mois à Châteauguay?
- Quels concessionnaires indépendants de véhicules d'occasion devrais-je considérer à Châteauguay?
- Où devrais-je acheter un véhicule d'occasion à Châteauguay?
Each asked in La Prairie, Saint-Constant, Candiac, Beauharnois, Châteauguay, Salaberry-de-Valleyfield — 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.
53%
of answers cite a listing marketplace
53%
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 43 on the leaderboard — without naming that dealer to the buyer. That’s why this is higher than the 38% of answers that name one.
- 1otogo.ca84 / 216
- 2cargurus.ca66 / 216
- 3automobileendirect.com64 / 216
- 4occasionbeaucage.com56 / 216
- 5auto123.com47 / 216
- 6autoquebec.com37 / 216
- 7groupelauzon.com29 / 216
- 8guideautoweb.com25 / 216
- 9autohebdo.net24 / 216
- 10candiactoyota.com23 / 216
The questions no Châteauguay 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 Châteauguay?” gets a dealer named 83% of the time; the budget questions are where the answers go elsewhere.
- J'ai besoin d'un véhicule d'occasion à traction intégrale pour l'hiver à Châteauguay. Qu'est-ce qui est bien à moins de 25 000 $?17%
- Quel est le meilleur VUS d'occasion à sept places que je peux avoir pour 800 $ par mois à Châteauguay?17%
- Quel VUS d'occasion devrais-je acheter pour moins de 25 000 $ à Châteauguay?22%
- Je paie comptant une auto d'occasion pour aller au travail à Châteauguay. Qu'est-ce que je peux avoir pour 15 000 $?28%
- Quel est le meilleur VUS d'occasion à sept places à moins de 30 000 $ à Châteauguay?28%
- Quelle est une bonne auto d'occasion pour aller au travail à Châteauguay pour moins de 400 $ par mois?28%
- J'ai 20 000 $ comptant pour une auto d'occasion à Châteauguay. Qu'est-ce que je devrais acheter?33%
- J'ai besoin d'un véhicule d'occasion à traction intégrale pour l'hiver à Châteauguay. Qu'est-ce que je peux avoir pour 600 $ par mois?44%
- Quel genre de véhicule d'occasion puis-je avoir pour 400 $ par mois à Châteauguay?50%
- Quel VUS d'occasion puis-je avoir pour environ 500 $ par mois à Châteauguay?56%
- Quels concessionnaires indépendants de véhicules d'occasion devrais-je considérer à Châteauguay?56%
- Où devrais-je acheter un véhicule d'occasion à Châteauguay?83%
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 Châteauguay does.
Most of these answers don’t name a Châteauguay 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 La Prairie, Saint-Constant, Candiac, Beauharnois, Châteauguay, Salaberry-de-Valleyfield, 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 43 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.