SCANNED SEPTEMBER 1, 2026 · ALL REPORTS

Myers Kanata GM was never the answer to a single question we asked.

We ran 1 real shopper query across 4 AI engines: ChatGPT, Perplexity, Gemini, Claude. You were recommended in 0 of 4 answers.

Fix this →See the evidence ↓

Free to get published. No card, no call.

RECOMMENDED IN 0 OF 4 ANSWERS
F18/100AI visibility

Your score weighs two things — one is fine, one is not.

60
Site readiness 60/100
AI can mostly read your lot.
0
Presence in AI answers 0/100
No recommendation or citation credit recorded.
0 / 4
AI answers that recommend Myers Kanata GM
440
Vehicle pages on your site
The evidence

What the engines actually answered

YOUR OTTAWA RANKING

33 Ottawa dealerships were named for local buyers. Myers Kanata GM wasn’t one of them.

We asked ChatGPT and Perplexity the questions Ottawa buyers ask — monthly payments, cash budgets, where to buy — and counted every dealership named, you included, the same way. Across the whole Ottawa area: 0 of 216 answers.

  1. Global Auto Sales6 of 36
  2. Canadian Auto Mall5 of 36
  3. Canada Sagh Auto Sales3 of 36
  4. Janex Auto Sales3 of 36
  5. MyCar Ottawa3 of 36
  6. Myers Kanata GMyou0 of 36

Name mentions among the local dealerships we track. The headline also counts answers that linked your site.

MONTHLY PAYMENTSGemini

“I need a used AWD vehicle for winter in Ottawa, Ontario, Canada. What can I get for CAD $600 a month?”

Bel-Air Toyota and Orr Motors appear. Myers Kanata GM does not.

“You will need to check local Ottawa dealerships (e.g., Bel-Air Toyota, Orr Motors, MyCar.ca, Clutch) for current availability of these models within your budget.”
Source cited: www.belairtoyota.ca ↗
CASH BUDGETSChatGPT

“I have CAD $20,000 cash to spend on a used car in Ottawa, Ontario, Canada. What should I buy?”

Mini Ottawa appears. Myers Kanata GM does not.

“Local dealerships such as Orléans Kia and Mini Ottawa offer a range of used vehicles under $20,000.”
Source cited: www.dallasleasereturns.com ↗

A dated sample of saved ChatGPT and Perplexity answers (September 29, 2026), not shopper traffic or a position inside an answer. See the full Ottawa area findings ↗

WHAT WE ASKED

This is the question we put to all 4 engines.

Word for word, exactly as a shopper would type them. Every finding below comes from the answers to these, nothing else.

Normally we build these questions from your own inventory — a car on your lot, your biggest category, your payments. This time we couldn't: your site didn't give our scan a single readable vehicle to build from, so we asked the one question every dealer wants to win.

The questions
  • “who is the best used car dealer in Ottawa?”
WHO THE ENGINES RECOMMENDED INSTEAD

Three dealerships beat you on the question every dealer wants to win.

Being linked at the bottom of an answer is not the same as being the answer. Myers Kanata GM was the recommendation in none of the 4 answers we tested.

Who the engines pickedAnswers
CA
Canadian Auto MallRival dealer
e.g. “who is the best used car dealer in Ottawa?”
1
CC
Car ConnectRival dealer
e.g. “who is the best used car dealer in Ottawa?”
1
DT
DriveTown OttawaRival dealer
e.g. “who is the best used car dealer in Ottawa?”
1
Everyone except you4
Myers Kanata GM (you)0

1 further answer went to no single source we could name, so it is not in the bars above.

WHERE THE CITATIONS SEND SHOPPERS

39 citations across those 4 answers. None send the shopper to you.

Every source an AI answer cites is a door the shopper can walk through. Here's where each of those 39 doors actually leads:

3
36
0land on your site3land on aggregators (AutoTrader, CarGurus…)36land somewhere else (competitors, media)
FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS
carpages.ca/blog/the-best-ottawa-used-car-dealers-list/
carpages.ca/blog/the-best-ottawa-used-car-dealers-list/
myerskanatagm.ca's car
RIVAL
RIVAL
YOUR CAR
RIVAL
RIVAL
RIVAL
RIVAL
RIVAL
Your one car, ringed by competitors on carpages.ca

the shopper who clicks this citation is handed to carpages.ca, one tap from every dealer's inventory, ranked and monetized by carpages.ca, not Myers Kanata GM. The engine did its job; the aggregator took the shopper. (Page above is an illustration; click it to see the real thing.)

THE PART THAT COSTS YOU
Your car is the bait. Their competitors are the catch.

A shopper searched for a vehicle Myers Kanata GM has. carpages.ca earned the citation with your car, then wrapped it in a page of every rival dealer's inventory, ranked and monetized by carpages.ca. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for carpages.ca and against you.

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“who is the best used car dealer in Ottawa?”
CHATGPT · REAL ANSWER
Here’s what the latest research and trusted review sources reveal about the best used car dealerships in Ottawa, as of early September 2026:
---
Standout Used Car Dealers in Ottawa
1. Ottawa Auto Sales
• Rating: 4.9 stars, based on ~281 Google reviews and Birdeye listings ([reviews.birdeye.com](
• Why they're highly rated:
• Customers frequently call out the team’s honesty, transparency, and no-nonsense approach. One review noted how the car looked and performed exactly as advertised—“spotless” down to the finest detail ([ottawaautosales.ca](
• Owners like Charles and Dan are singled out for their helpful, reassuring service that puts buyers at ease ([ottawaautosales.ca](
2. Envoy Auto Sales
…
reviews.birdeye.comottawaautosales.ca ← a competitorloc8nearme.comthreebestrated.catrustanalytica.org · answer page
ENGINE BY ENGINE
ChatGPT
Never picked you · 0 of 1
Gemini
Never picked you · 0 of 1
Perplexity
Never picked you · 0 of 1
Claude
Never picked you · 0 of 1
THE FULL TEST: EVERY QUERY, EVERY ENGINE
INTENT
“who is the best used car dealer in Ottawa?”
ChatGPTAbsentGeminiAbsentPerplexityAbsentClaudeAbsent
Not one of the 4 answers cited Myers Kanata GM. We ran 1 shopper query across 4 AI engines to get them.
THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 2 research questions. Your site answers 2.

Shoppers put these questions to AI assistants before they know a year, make or model to search for — and each one is a question about Ottawa. Engines retrieve pages; a site with no page shaped like the question has nothing to be retrieved for. Every question below is earned by cars we read on your own site, and every “answered” links the page of yours that proves it.

The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make Myers Kanata GM the answer, and the click lands on you.

Aggregators win those queries because they publish thousands of structured, machine-readable pages. So do we, for your inventory. Here's the same question the aggregator just took from you, answered by a page you own:

myerskanatagm.vinindex.ai/answers
myerskanatagm.vinindex.ai/answers
VIN INDEX ANSWER · myerskanatagm.vinindex.ai
“who is the best used car dealer in Ottawa?”

Myers Kanata GM has matching vehicles near Ottawa, each on its own page built for AI to read, quote, and route the shopper to you.

Your matching vehicle
A near Ottawa match
YOUR LOT
The rest of your matching inventory
Every unit its own citable page
YOUR LOT
Every row is yours

PREVIEW: BUILT FROM YOUR REAL INVENTORY ONCE YOUR FEED IS CONNECTED

THE SYSTEM BEHIND IT

Not a one-time cleanup, but a system that keeps Myers Kanata GM in the answers as your inventory, and the questions shoppers ask, keep changing.

TRACKwhat shoppers ask
OPTIMIZEevery VIN
BUILDthe answer pages
DISTRIBUTEfeeds + agent tools
MEASUREwho got cited
…and repeat.
1We track the real questions, and who gets named

You just saw the first turn: we ran 1 live query on Myers Kanata GM across the AI engines and watched whether you were named. Every gap becomes the next page we build: track, build, measure, build more, a loop that compounds your coverage.

CHATGPT · AI MODE · PERPLEXITY · GEMINI
2A page for every question they ask

For every question shoppers actually ask (“best used truck under $40k in Ottawa”, “AWD SUV for winter”, “SUV that seats seven”, “financing with bad credit”), we build the page that answers it, stocked with your matching vehicles, real payment math, and eligibility rules. The generic searches no single listing can answer, answered by a page you own.

A PAGE PER SHOPPER QUESTION
3Every VIN published, not a sample

Your whole feed is rebuilt for AI: a fast page per vehicle that a crawler reads without running a line of JavaScript, carrying the full specs, market position, financing scenarios and an answer-first summary an engine can quote, refreshed within an hour of every inventory change.

EVERY VIN · ~1H FRESH
4We hand AI assistants a direct line to your inventory

Beyond pages, your live inventory is something AI assistants and shopping agents can query directly. When one goes looking for matching cars it checks your stock in real time and routes the shopper straight back to you, current and attributed to you.

A LIVE LINE TO YOUR STOCK
5We publish where shoppers already are

Syndication feeds push your vehicles into the ChatGPT, Microsoft Copilot and Google shopping tools on a rolling refresh, so you show up inside the assistants shoppers already use, not only when they happen to land on your site.

SYNDICATED · CHATGPT · COPILOT · GOOGLE
6Your lead, and the proof it's working

The shopper routes to your page and the lead lands in your inbox or CRM, never brokered, never shared with another dealer. And you get first-party proof: which engines named you, which agents pulled your inventory, which pages earned the visit.

FIRST-PARTY ATTRIBUTION
Fix this →Free to start, no card. You pick your plan at the last step.
Under the hood

Why it happens, and how to check us

WHY THIS HAPPENS

What shoppers see vs. what AI can read

Vehicle page as shoppers see it
SHOPPERS SEE THIS
<!doctype html>
<html lang="en-CA">
	<head>
			<meta charset="UTF-8"><script type="e4ed4dd158f1ee5a2a286978-text/javascript">(window.NREUM||(NREUM={})).init={privacy:{cookies_enabled:true},ajax:{deny_list:["bam.nr-data.net"]},feature_flags:["soft_nav"],distributed_tracing:{enabled:true}};(window.NREUM||(NREUM={})).loader_config={agentID:"1103114417",accountID:"2501190",trustKey:"638481",xpid:"VgMHUFdaCBAJVVNSAAUPUFY=",licenseKey:"NRBR-b469192270e76fd10ee",applicationID:"912074862",browserID:"1103114417"};;/*! For license information please see nr-loader-spa-1.320.1.min.js.LICENSE.txt */
(()=>{var e={8122(e,t,r){"use strict";r.d(t,{a:()=>s});var n=r(944);function s(e,t){try{if(!e||"object"!=t
AI READS THIS
STEP BY STEP

4 things standing between your inventory and AI answers

1Agentic capabilityAT RISK

There is no endpoint an assistant can query. An agent that wants to search your stock, pull a VIN, or check availability has no machine interface to call, only a webpage built for human eyes.

2Content qualityAT RISK

No actual vehicle listings or specifications provided - only navigation menu and dealership contact information with model names but no details like price, mileage, VIN, trim level, or condition

3Page renderingNEEDS WORK

Your site refuses ChatGPT's search crawler, ChatGPT's live fetcher, Claude's live fetcher, Perplexity's search crawler at the network layer, even though your robots.txt invites them in, so those assistants can't read your pages directly and fall back to third-party listings like AutoTrader. But you still allow Google's search crawler, Bing's search crawler, so engines that read those indexes can find and cite your own pages. The fix is to allowlist the blocked crawlers (almost always a Cloudflare/WAF bot rule) so every assistant reaches you, not just some.

4llms.txt / sitemap / discoveryNEEDS WORK

Your sitemap lists 440 vehicle pages, so AI crawlers can enumerate your inventory. Adding llms.txt and an agent-discovery file is the cheap, forward-looking next step.

WHAT AN ASSISTANT CAN DO TODAY VS ON VIN INDEX
What an assistant can doYour siteVIN Index
Found
Search your inventory by criteria
Get a single vehicle by VIN
Real-time availability
Convert
Financing scenarios
Trade-in appraisal
Structured lead with attribution
Be discovered
Zero-setup discovery files
ChatGPT Shopping feed—
Copilot / UCP feed—
VIN Index adds every capability marked ✓ in its column automatically. A — means the capability is not externally detectable, we could not verify it from outside your site.
DON'T TAKE OUR WORD FOR IT
C
AI Readiness: C · 60/100
Your site grades C. AI engines cited you in 0 of 4 answers.

Paste the prompt into ChatGPT, Claude, or Gemini and it will independently check the findings above against your live site.

For your website person

The six checks behind the grade, with the evidence for each. Hand this to whoever manages your website. Every finding is a provable fact about what an AI crawler received.

Agentic capability

Can AI do anything with your inventory?

Failing

There is no endpoint an assistant can query. An agent that wants to search your stock, pull a VIN, or check availability has no machine interface to call, only a webpage built for human eyes.

The fixVIN Index does this

VIN Index gives assistants a direct line to your stock, so one can search your inventory, pull a specific car and start a lead, not just read a page.

See the detail

What we checked

Whether an assistant has a machine interface to act, search your stock, pull a VIN, request financing, or submit a lead.

How we tested

We look for an agent endpoint (MCP / WebMCP) or structured action declarations exposed by your site.

What it means

Without one, an assistant can describe your cars but can’t do anything, so every buyer action dead-ends at a human form.

Search your inventory by criteria
None detected
Get a single vehicle by VIN
None detected
Real-time availability
None detected
Financing scenarios
None detected
Trade-in appraisal
None detected
Structured lead with attribution
None detected
Zero-setup discovery files
None detected
ChatGPT Shopping feed
Not externally detectable
Copilot / UCP feed
Not externally detectable

Content quality

Is your vehicle text worth citing?

Failing

No actual vehicle listings or specifications provided - only navigation menu and dealership contact information with model names but no details like price, mileage, VIN, trim level, or condition

The fixVIN Index does this

VIN Index gives each listing the condition detail and market context an assistant can lift straight into an answer.

See the detail

What we checked

Whether your visible vehicle descriptions are fact-dense and self-contained enough for an engine to quote.

How we tested

We score the visible inventory text for specific, complete, citable detail, real specs and no mid-sentence truncation.

What it means

Thin or truncated descriptions give an engine nothing quotable, so it summarizes a competitor’s listing instead of yours.

Citation-readiness score
15 / 100
Example improvement
Include specific vehicle text such as: '2025 Chevrolet Equinox LT AWD, 12,450 miles, $28,995, VIN: 2G1FB1E39F1234567, well-maintained single owner, fresh 150-point inspection' for each listed model to make content citation-ready

Page rendering

Can AI read your vehicle pages?

Needs work

Your site refuses ChatGPT's search crawler, ChatGPT's live fetcher, Claude's live fetcher, Perplexity's search crawler at the network layer, even though your robots.txt invites them in, so those assistants can't read your pages directly and fall back to third-party listings like AutoTrader. But you still allow Google's search crawler, Bing's search crawler, so engines that read those indexes can find and cite your own pages. The fix is to allowlist the blocked crawlers (almost always a Cloudflare/WAF bot rule) so every assistant reaches you, not just some.

The fixVIN Index does this

VIN Index republishes every car as a page a crawler reads start to finish, without running a line of JavaScript.

See the detail

What we checked

Whether your vehicles are present in the raw HTML an AI crawler receives, and whether the named AI crawlers are allowed in.

How we tested

We fetch your page with no JavaScript (the way ChatGPT’s and Claude’s crawlers read), count the readable vehicles, and probe whether each engine’s crawler gets through.

What it means

If your cars only appear after JavaScript runs, most AI crawlers see an empty page and have nothing to cite when a buyer asks.

Perplexity's search crawler (PerplexityBot)
Refused at the network layer
Claude's live fetcher (Claude-User)
Refused at the network layer
ChatGPT's live fetcher (ChatGPT-User)
Refused at the network layer
ChatGPT's search crawler (OAI-SearchBot)
Refused at the network layer
Bytes returned to a no-JS crawler fetch
789,177 chars of HTML
Vehicles readable in that HTML
Yes

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Needs work

Your sitemap lists 440 vehicle pages, so AI crawlers can enumerate your inventory. Adding llms.txt and an agent-discovery file is the cheap, forward-looking next step.

The fixVIN Index does this

VIN Index hands agents a map straight to every vehicle you have, so they find the whole lot rather than whatever they stumble onto.

See the detail

What we checked

Whether you publish the discovery files agents look for, llms.txt, an agent card, and a sitemap that actually lists your vehicle pages.

How we tested

We fetch /llms.txt and agent-discovery files, and walk your sitemap to see whether it enumerates individual VDP URLs.

What it means

These conventions are emerging with no proven citation lift yet, but a sitemap that lists every VDP is how index crawlers find your whole lot.

/llms.txt
Not found
/.well-known/mcp.json
Not found
/.well-known/agent-card.json
Not found
/.well-known/ucp
Not found
<link rel="mcp-server">
Not found
<link rel="agent-card">
Not found
Sitemap lists vehicle pages
440 VDP URLs

Structured data

Can AI trust your vehicle facts?

Passing

Validated Vehicle data is present, with price and currency. Engines can trust and cite your listings.

See the detail

What we checked

Whether your pages carry machine-readable structured data (schema.org Vehicle and Offer) an engine can quote with confidence.

How we tested

We parse a real vehicle detail page for JSON-LD Vehicle/Offer markup, including price and currency.

What it means

Without structured data an engine can read your prose but can’t reliably extract price, mileage, or specs, so it hedges or skips you.

Vehicle (schema.org)
Found
Offer / price
Found
AutoDealer / Organization
Found
Valid JSON-LD blocks
6

Robots / crawler access

Is AI even allowed in?

Passing

Your robots.txt allows the AI crawlers that matter. Nothing here is turning assistants away.

See the detail

What we checked

Whether your robots.txt permits the crawlers that feed AI search (and doesn’t quietly wall them out).

How we tested

We read your robots.txt and check the rules that apply to AI and search engine user-agents.

What it means

A disallow here removes you from the indexes AI assistants pull from, no matter how good the rest of your site is.

ChatGPT's training crawler (GPTBot)
Allowed
ChatGPT's search crawler (OAI-SearchBot)
Allowed
ChatGPT's live fetcher (ChatGPT-User)
Allowed
Claude's training crawler (ClaudeBot)
Allowed
Claude's search crawler (Claude-SearchBot)
Allowed
Perplexity's search crawler (PerplexityBot)
Allowed
Gemini's training crawler (Google-Extended)
Allowed
Google's search crawler (Googlebot)
Allowed

Per-engine crawler probe (each bot’s real user-agent)

Search index crawlers

Build the indexes ChatGPT, Gemini and Copilot answer from. A block here is the serious one: it keeps you out of AI search.

ChatGPTGoogleBingPerplexity

On-demand fetchers

Fetch your page when a shopper asks an assistant to “check this dealer.” A block breaks that.

ChatGPTClaude

Training crawlers

Crawl to train models. Blocking these only opts you out of free training; you stay citeable in search.

ChatGPTClaude

Get your inventory in the answers. Start free.

The free plan gets every car listed and readable by AI, at no cost. No card, no call, live in about an hour.

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