AI visibility benchmark · Okotoks, High River, Strathmore and Canmore, AB · Oct 1
Okotoks 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 Okotoks, High River, Strathmore and Canmore area. 87% of the 144 answers sent buyers to a marketplace, and the most-named dealership showed up in just 17. 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 High River?”
The answer named
- High River Ford
- HRT Motors
And sent the buyer to
- cargurus.ca
- autotrader.ca
- hrtmotors.ca
- highriverford.com
The dealerships AI names in Okotoks
The whole field is bunched together: the leader is named in 17 of 144 answers, and a handful of answers separates the top three from the pack. Counted across the 14 tracked Okotoks, High River, Strathmore and Canmore area dealerships; ties share a rank. Nothing is paid for — VIN Index members are counted exactly like everyone else.
- 1High River Ford17 of 144
- 2HRT Motors16 of 144
- 3Okotoks Toyota11 of 144
10 more Okotoks dealerships were named. Is yours one of them?
Your opportunity in Okotoks
Most of these answers are still up for grabs.
Here’s how to take them first.
80of 144
Okotoks buyer answers name no tracked local dealer yet
We do thisAnswer pages built around these exact questions, filled with your inventory.
7of 18
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.
5of 18
Inventory hidden behind JavaScript
Vehicle pages that don’t fully appear to most AI crawlers.
We do thisVehicle pages served as plain, readable HTML.
14of 17
Dealer sites turn away an AI crawler
At least one refused — most often ClaudeBot, GPTBot, OAI-SearchBot.
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 Okotoks, High River, Strathmore and Canmore area dealership website we track (18 sites, Oct 1–Oct 1) — wider than the 14 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 Okotoks — 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.
144
AI answers saved across 4 parts of the Okotoks, High River, Strathmore and Canmore area
87%
cite a listing marketplace like CarGurus, AutoTrader or Clutch
44%
name one of the 14 tracked local dealerships in the answer itself
17 of 144
the most any single Okotoks 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 Okotoks. 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 Okotoks?
- I have CAD $20,000 cash to spend on a used car in Okotoks. What should I buy?
- What's the best used seven-passenger SUV under CAD $30,000 in Okotoks?
- I need a used AWD vehicle for winter in Okotoks. What can I get for CAD $600 a month?
- What kind of used car can I get for CAD $400 a month in Okotoks?
- I'm paying cash for a used commuter car in Okotoks. What can I get for CAD $15,000?
- What's a good used car for commuting in Okotoks for under CAD $400 a month?
- What used SUV can I get for around CAD $500 a month in Okotoks?
- What used SUV should I buy for under CAD $25,000 in Okotoks?
- Which independent used car dealerships should I consider in Okotoks?
- Where should I buy a used car in Okotoks?
Each asked in High River, Okotoks, Strathmore, Canmore — 144 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 144 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.
87%
of answers cite a listing marketplace
71%
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 14 on the leaderboard — without naming that dealer to the buyer. That’s why this is higher than the 44% of answers that name one.
- 1cargurus.ca99 / 144
- 2autotrader.ca63 / 144
- 3kijiji.ca37 / 144
- 4clutch.ca30 / 144
- 5strathmoremotors.com26 / 144
- 6okotokstoyota.ca24 / 144
- 7canadadrives.ca21 / 144
- 8highriverford.com20 / 144
- 9hrtmotors.ca20 / 144
- 10canmorechrysler.ca19 / 144
The questions no Okotoks 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 Okotoks?” gets a dealer named 100% of the time; the budget questions are where the answers go elsewhere.
- I need a used AWD vehicle for winter in Okotoks. What's a good option under CAD $25,000?0%
- What's the best used seven-passenger SUV I can get for CAD $800 a month in Okotoks?17%
- I have CAD $20,000 cash to spend on a used car in Okotoks. What should I buy?25%
- What's the best used seven-passenger SUV under CAD $30,000 in Okotoks?25%
- I need a used AWD vehicle for winter in Okotoks. What can I get for CAD $600 a month?33%
- What kind of used car can I get for CAD $400 a month in Okotoks?33%
- I'm paying cash for a used commuter car in Okotoks. What can I get for CAD $15,000?42%
- What's a good used car for commuting in Okotoks for under CAD $400 a month?50%
- What used SUV can I get for around CAD $500 a month in Okotoks?67%
- What used SUV should I buy for under CAD $25,000 in Okotoks?67%
- Which independent used car dealerships should I consider in Okotoks?75%
- Where should I buy a used car in Okotoks?100%
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
Perplexity48 answers
Get ahead before the rest of Okotoks does.
Most of these answers don’t name an Okotoks 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 High River, Okotoks, Strathmore, Canmore, answered by ChatGPT, Gemini and Perplexity with web search on October 1, 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 144 successful answers. “Name a local dealership” means the answer text names one of the 14 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.