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SCANNED SEPTEMBER 7, 2026 · ALL REPORTS

Argus Mazda was the answer 2 times out of 12. Someone else took the other 10.

We ran 3 real shopper queries across 4 AI engines: ChatGPT, Perplexity, Gemini, Claude. Every question was built from cars on your lot, in the market you serve — you were a correct answer to all of them.

Fix this →See the evidence ↓

Free to get published. No card, no call.

RECOMMENDED IN ONLY 2 OF 12 ANSWERS
D32/100AI visibility

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

62
Site readiness 62/100
AI can mostly read your lot.
19
Presence in AI answers 19/100
It rarely names you.
2 / 12
AI answers that recommend Argus Mazda
0
Vehicle pages found by the scan
The evidence

What the engines actually answered

YOUR GATINEAU RANKING

16 Gatineau dealerships were named for local buyers. Argus Mazda wasn’t one of them.

We asked ChatGPT and Perplexity the questions Gatineau buyers ask — monthly payments, cash budgets, where to buy — and counted every dealership named, you included, the same way. Across the whole Gatineau et Outaouais area: 0 of 215 answers.

  1. Auto Occasion Gatineau6 of 35
  2. Toyota Gatineau4 of 35
  3. Auto Gatineau Ottawa3 of 35
  4. Automobile Carrera3 of 35
  5. Dormani Nissan3 of 35
  6. Argus Mazdayou0 of 35

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

MONTHLY PAYMENTSGemini

“Quel VUS d'occasion puis-je avoir pour environ 500 $ par mois à Gatineau, Québec, Canada?”

Buckingham Chevrolet Buick GMC and Dupont & Dupont Honda appear. Argus Mazda does not.

“Contactez les concessionnaires à Gatineau : Des concessionnaires comme Automobile En Direct - Gatineau, Buckingham Chevrolet Buick GMC et Dupont & Dupont Honda à Gatineau (ou près de Buckingham) proposent des VUS d'occasion et peuvent vous aider à évaluer vos options de financement.”
Source cited: www.dupontduponthonda.com ↗
CASH BUDGETSGemini

“J'ai 20 000 $ comptant pour une auto d'occasion à Gatineau, Québec, Canada. Qu'est-ce que je devrais acheter?”

Carle Ford, Buckingham Chevrolet Buick GMC, Dupont & Dupont Honda and 1 more appear. Argus Mazda does not.

“Parmi ceux-ci, on trouve Carle Ford, Buckingham Chevrolet Buick GMC, Dupont & Dupont Honda, HGrégoire et Auto Gatineau Ottawa.”
Source cited: www.autogatineauottawa.com ↗

A dated sample of saved ChatGPT and Perplexity answers (October 20, 2026), not shopper traffic or a position inside an answer. See the full Gatineau et Outaouais area findings ↗

WHAT WE ASKED

These are the 3 questions 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.

We built them from your own inventory — a car on your lot, your biggest categories, your payments — and anchored them to Gatineau. These are questions you should be showing up for.

The questions
  • “Where can I buy a used 2019 Honda Fit in Gatineau?”
    A CAR ON YOUR LOTthis exact vehicle is in your inventory
  • “used Mazda under $30,000 in Gatineau”
    YOUR OWN CATEGORY7 of your vehicles match this question
  • “what car can I get for under $600/month in Gatineau?”
    BUYER RESEARCH10 of your vehicles match this question
WHO THE ENGINES RECOMMENDED INSTEAD

Five marketplaces and rival dealerships beat you on your own inventory.

All 3 of these questions were about cars sitting on your lot, in Gatineau, the market you serve. You were a correct answer every time, and 10 of 12 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Argus Mazda was the recommendation in 2. Five competitors split the other 10 between them, which is why no single name below looks like it is beating you. Together, they are.

Who the engines pickedAnswers
AT
AutoTrader.caMarketplace
e.g. “Where can I buy a used 2019 Honda Fit in Gatineau?”
2
LM
Élite MazdaRival dealer
e.g. “used Mazda under $30,000 in Gatineau”
2
BG
Buckingham GMRival dealer
e.g. “what car can I get for under $600/month in Gatineau?”
1
HG
HGregoire.comMarketplace
e.g. “used Mazda under $30,000 in Gatineau”
1
LH
Lallier Honda HullRival dealer
e.g. “Where can I buy a used 2019 Honda Fit in Gatineau?”
1
Everyone except you10
Argus Mazda (you)2

And all 2 answers you did win came from Gemini, one engine. ChatGPT, Perplexity and Claude picked you in none of 9.

3 further answers went to no single source we could name, so they are not in the bars above.

WHERE THE CITATIONS SEND SHOPPERS

119 citations across those 12 answers. 3 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 119 doors actually leads:

3
35
81
3land on your site35land on aggregators (AutoTrader, CarGurus…)81land somewhere else (competitors, media)
FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS
autotrader.ca/cars/honda/fit/reg_qc/cit_gatineau/ot_used?utm_source=opena
autotrader.ca/cars/honda/fit/reg_qc/cit_gatineau/ot_used?utm_source=opena
argusmazda.com's car
RIVAL
RIVAL
YOUR CAR
RIVAL
RIVAL
RIVAL
RIVAL
RIVAL
Your one car, ringed by competitors on autotrader.ca

“Used Honda Fit for Sale in Gatineau, Quebec | AutoTrader.ca”: the shopper who clicks this citation lands on autotrader.ca's results page: every dealer's vehicles in the region, ranked and monetized by autotrader.ca, not Argus Mazda's. 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 Argus Mazda has. autotrader.ca earned the citation with your car, then wrapped it in a page of every rival dealer's inventory, ranked and monetized by autotrader.ca. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for autotrader.ca and against you.

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where can I buy a used 2019 Honda Fit in Gatineau?”
CHATGPT · REAL ANSWER
Here are currently available options for purchasing a used 2019 Honda Fit in and around Gatineau, Québec:
---
1. AutoTrader.ca — Multiple Listings Near Gatineau
a) 2019 Honda Fit EX-L Navi
• Location: Barrhaven Chrysler, Ottawa (~24 km from Gatineau)
• Details: Red, 44,522 km, EX‑L Navi trim with sunroof, leather seats, navigation, keyless entry, alloy wheels, lane assist, brake assist. Certified; includes free CARFAX; no admin fees.
• Price: CA $25,020 plus tax only.
([autotrader.ca](
b) Other 2019 Fits in the Area
…
autotrader.ca · listing pagedupontduponthonda.com · listing page ← a competitor
Argus Mazda is not in this answer. You have a 2019 Honda Fit on the lot at $16,995, 71,986 km.
ENGINE BY ENGINE
ChatGPT
Never picked you · 0 of 3
Gemini
Recommended you · 2 of 3
Perplexity
Never picked you · 0 of 3
Claude
Never picked you · 0 of 3
THE FULL TEST: EVERY QUERY, EVERY ENGINE
A CAR ON YOUR LOT · this exact vehicle is in your inventory
“Where can I buy a used 2019 Honda Fit in Gatineau?”
ChatGPTAbsentGeminiRecommendedPerplexityAbsentClaudeAbsent
YOUR OWN CATEGORY · 7 of your vehicles match this question
“used Mazda under $30,000 in Gatineau”
ChatGPTAbsentGeminiRecommendedPerplexityAbsentClaudeAbsent
BUYER RESEARCH · 10 of your vehicles match this question
“what car can I get for under $600/month in Gatineau?”
ChatGPTAbsentGeminiCited, not pickedPerplexityAbsentClaudeAbsent
Argus Mazda was missing from 9 of 12 answers. Every answer you're not in is a shopper sent somewhere else.
THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 4 research questions. Your site answers 4.

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 Gatineau. 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 Argus Mazda 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:

argusmazda.vinindex.ai/answers
argusmazda.vinindex.ai/answers
VIN INDEX ANSWER · argusmazda.vinindex.ai
“Where can I buy a used 2019 Honda Fit in Gatineau?”

Argus Mazda has matching vehicles near Gatineau, each on its own page built for AI to read, quote, and route the shopper to you.

Your matching vehicle
A near Gatineau 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 Argus Mazda 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 3 live queries on Argus Mazda 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 Gatineau”, “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="fr-FR" class="prefs-unscripted offer-type-cash">
<head>

	<link rel="preload" href="/wp-content/themes/magnetis-dealer/assets/css/custom/mazda-normes.css?v=1788553989" as="style" onload="this.onload=null;this.rel='stylesheet'" type="text/css" media="all">
	<meta charset="UTF-8">
	<meta name="viewport" content="width=device-width, initial-scale=1.0">


        <link rel="preconnect" href="https://www.googletagmanager.com">
    <link rel="preconnect" href="https://www.google.com">
    <link rel="preconnect" href="https://www.gstatic.com">
    <link rel="preconnect" href="https://connect.facebook.net">

    <script>

      window.dataLayer = new Proxy([
AI READS THIS
STEP BY STEP

3 things standing between your inventory and AI answers

1Structured dataAT RISK

No Vehicle structured data was found in the HTML returned to the crawler. Engines can read prices on screen, but have nothing machine-readable to trust or cite.

2Agentic capabilityAT RISK

An assistant can read some of your data, but most actions a buyer asks for, like financing scenarios or a structured lead, have no machine interface to call.

3llms.txt / sitemap / discoveryNEEDS WORK

Discovery files are present, but your sitemap does not list individual vehicle pages, so AI crawlers cannot reliably find your whole lot, they only see the cars linked on a page they happen to land on. A VDP-listing sitemap is the highest-leverage fix here.

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 · 62/100
Your site grades C. AI engines cited you in 2 of 12 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.

Structured data

Can AI trust your vehicle facts?

Failing

No Vehicle structured data was found in the HTML returned to the crawler. Engines can read prices on screen, but have nothing machine-readable to trust or cite.

The fixVIN Index does this

VIN Index states your price, mileage and VIN on every listing in the form engines can trust and quote back.

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)
Not found
Offer / price
Not found
AutoDealer / Organization
Found
Valid JSON-LD blocks
5

Agentic capability

Can AI do anything with your inventory?

Failing

An assistant can read some of your data, but most actions a buyer asks for, like financing scenarios or a structured lead, have no machine interface to call.

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
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
Detected
ChatGPT Shopping feed
Not externally detectable
Copilot / UCP feed
Not externally detectable

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Needs work

Discovery files are present, but your sitemap does not list individual vehicle pages, so AI crawlers cannot reliably find your whole lot, they only see the cars linked on a page they happen to land on. A VDP-listing sitemap is the highest-leverage fix here.

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
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
None found

Page rendering

Can AI read your vehicle pages?

Passing

A no-JavaScript crawler received 1,302,729 characters of HTML with readable vehicles in it. Your inventory survives the way AI assistants read it.

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.

Bytes returned to a no-JS crawler fetch
1,302,729 chars of HTML
Vehicles readable in that HTML
Yes

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

Content quality

Is your vehicle text worth citing?

Passing

Inventory descriptions lack detail beyond year/make/model/trim/price; no unique features, condition notes, or vehicle history provided that would enable rich AI-assisted recommendations

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
72 / 100
Example improvement
Add specific details like: 'MAZDA CX-90 2026 hybrid rechargeable, GT trim, 15km, leather interior, panoramic sunroof, advanced safety package, recently serviced, clean carfax history' instead of just listing year/model/trim/price/rebate

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