AI visibility benchmark · Peterborough, ON · Sep 30
Peterborough 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 4 parts of the Peterborough area. 85% of the 143 answers sent buyers to a marketplace, and the most-named dealership showed up in just 13. The lead is up for grabs — see where you stand before your competitors do.
“What kind of used car can I get for CAD $400 a month in Port Hope?”
The answer named
- Port Hope Volkswagen
- Port Hope Hyundai
And sent the buyer to
- cargurus.ca
- carpages.ca
- porthopevolkswagen.ca
- porthopecarsntruck.ca
The dealerships AI names in Peterborough
The whole field is bunched together: the leader is named in 13 of 143 answers, and a handful of answers separates the top three from the pack. Counted across the 32 tracked Peterborough area dealerships; ties share a rank. Nothing is paid for — VIN Index members are counted exactly like everyone else.
- 1Port Hope Volkswagen13 of 143
- 2Carstead Motor Trends10 of 143
- 2Port Hope Chrysler Dodge Jeep Ram10 of 143
- 4Port Hope Hyundai9 of 143
- 5Paul Tinney Auto Sales7 of 143
- 6Bob Currie Auto Sales6 of 143
- 6Boyer Chrysler Dodge Jeep Ram Fiat6 of 143
- 6JC&DC Motors6 of 143
- 6Thomas Buick GMC Ltd.6 of 143
- 6Trans Canada Nissan / Used Car City6 of 143
- 6True North Auto Brokers6 of 143
- 12Cobourg Honda4 of 143
- 12Cobourg Mazda4 of 143
- 12Cobourg Nissan4 of 143
- 12Peterborough Kia4 of 143
- 16Bill Spencer Chevrolet3 of 143
- 16Russelle Toyota3 of 143
- 16Stewart Auto Hub3 of 143
- 19CarLoft2 of 143
- 19Peterborough Subaru2 of 143
- 21Holiday Ford1 of 143
- 21JSC Auto Sales1 of 143
- 21Paradise Auto Source1 of 143
- 21Peterborough Volkswagen1 of 143
- 21Vandermeer Toyota1 of 143
Who AI names in Peterborough, by what the shopper wants
The same 32 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 Peterborough
Named across 60 answers to 20 questions like “I need a used AWD vehicle for winter in Cobourg, Ontario, Canada. What can I get for CAD $600 a month?”, asked of ChatGPT, Gemini and Perplexity, September 2026.
- 1Cobourg Nissan4 of 60
- 2Carstead Motor Trends3 of 60
- 3Peterborough Kia3 of 60
- 4Port Hope Chrysler Dodge Jeep Ram3 of 60
- 5Port Hope Hyundai3 of 60
- 6Bill Spencer Chevrolet2 of 60
- 7Boyer Chrysler Dodge Jeep Ram Fiat2 of 60
- 8CarLoft2 of 60
- 9Cobourg Kia2 of 60
- 10Cobourg Mazda2 of 60
and 10 more dealerships named at least once.
By town: Peterborough · Cobourg · Lindsay · Port Hope
Your opportunity in Peterborough
Most of these answers are still up for grabs.
Here’s how to take them first.
91of 143
Peterborough buyer answers name no tracked local dealer yet
We do thisAnswer pages built around these exact questions, filled with your inventory.
19of 42
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.
23of 49
Inventory hidden behind JavaScript
Vehicle pages that don’t fully appear to most AI crawlers.
We do thisVehicle pages served as plain, readable HTML.
26of 42
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 Peterborough area dealership website we track (49 sites, Aug 4–Nov 9) — wider than the 32 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 Peterborough — 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.
143
AI answers saved across 4 parts of the Peterborough area
85%
cite a listing marketplace like CarGurus, AutoTrader or Clutch
36%
name one of the 32 tracked local dealerships in the answer itself
13 of 143
the most any single Peterborough dealership was named — nobody's running away with it
The 12 questions, asked in every area
- What's the best used seven-passenger SUV under CAD $30,000 in Peterborough?
- I'm paying cash for a used commuter car in Peterborough. What can I get for CAD $15,000?
- What's a good used car for commuting in Peterborough for under CAD $400 a month?
- I have CAD $20,000 cash to spend on a used car in Peterborough. What should I buy?
- I need a used AWD vehicle for winter in Peterborough. 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 Peterborough?
- I need a used AWD vehicle for winter in Peterborough. What can I get for CAD $600 a month?
- What used SUV can I get for around CAD $500 a month in Peterborough?
- What used SUV should I buy for under CAD $25,000 in Peterborough?
- What kind of used car can I get for CAD $400 a month in Peterborough?
- Which independent used car dealerships should I consider in Peterborough?
- Where should I buy a used car in Peterborough?
Each asked in Peterborough, Cobourg, Lindsay, Port Hope — 143 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 143 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.
85%
of answers cite a listing marketplace
52%
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 32 on the leaderboard — without naming that dealer to the buyer. That’s why this is higher than the 36% of answers that name one.
- 1cargurus.ca97 / 143
- 2carpages.ca50 / 143
- 3clutch.ca49 / 143
- 4kijiji.ca27 / 143
- 5porthopevolkswagen.ca19 / 143
- 6wheelsonline.ca19 / 143
- 7autorama.ca17 / 143
- 8autotrader.ca17 / 143
- 9porthopecarsntruck.ca17 / 143
- 10canadadrives.ca16 / 143
The questions no Peterborough 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 Peterborough?” gets a dealer named 75% of the time; the budget questions are where the answers go elsewhere.
- What's the best used seven-passenger SUV under CAD $30,000 in Peterborough?8%
- I'm paying cash for a used commuter car in Peterborough. What can I get for CAD $15,000?17%
- What's a good used car for commuting in Peterborough for under CAD $400 a month?17%
- I have CAD $20,000 cash to spend on a used car in Peterborough. What should I buy?25%
- I need a used AWD vehicle for winter in Peterborough. What's a good option under CAD $25,000?27%
- What's the best used seven-passenger SUV I can get for CAD $800 a month in Peterborough?33%
- I need a used AWD vehicle for winter in Peterborough. What can I get for CAD $600 a month?42%
- What used SUV can I get for around CAD $500 a month in Peterborough?42%
- What used SUV should I buy for under CAD $25,000 in Peterborough?42%
- What kind of used car can I get for CAD $400 a month in Peterborough?50%
- Which independent used car dealerships should I consider in Peterborough?58%
- Where should I buy a used car in Peterborough?75%
Share of that question’s answers (12 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.
ChatGPT48 answers
Gemini48 answers
Perplexity47 answers
Get ahead before the rest of Peterborough does.
Most of these answers don’t name a Peterborough 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 Peterborough, Cobourg, Lindsay, Port Hope, 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 143 successful answers. “Name a local dealership” means the answer text names one of the 32 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.