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SCANNED SEPTEMBER 7, 2026 · ALL REPORTS

Hyundai Gatineau was the answer 3 times out of 16. Someone else took the other 13.

We ran 4 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.

16 Gatineau dealerships were named for local buyers. Hyundai Gatineau 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: 1 of 215 answers.

Auto Occasion Gatineau6 of 35
Toyota Gatineau4 of 35
Auto Gatineau Ottawa3 of 35
Automobile Carrera3 of 35
Dormani Nissan3 of 35
Hyundai Gatineauyou0 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. Hyundai Gatineau 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. Hyundai Gatineau 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 ↗

024 questions across 4 enginesThe questions

WHAT WE ASKED

These are the 4 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 2016 Chevrolet Spark in Gatineau?”
A CAR ON YOUR LOTthis exact vehicle is in your inventory
“used crossover under $20,000 in Gatineau”
YOUR OWN CATEGORY10 of your vehicles match this question
“used Hyundai under $20,000 in Gatineau”
YOUR OWN CATEGORY4 of your vehicles match this question
“what car can I get for under $400/month in Gatineau?”
BUYER RESEARCH10 of your vehicles match this question

!CarGurus took 3 answers of 13Who won

WHO THE ENGINES RECOMMENDED INSTEAD

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

All 4 of these questions were about cars sitting on your lot, in Gatineau, the market you serve. You were a correct answer every time, and 13 of 16 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Hyundai Gatineau was the recommendation in 3. Eight competitors split the other 13 between them, which is why no single name below looks like it is beating you. Together, they are.

Who the engines pickedAnswersShare of 16

CarGurusMarketplace

e.g. “used crossover under $20,000 in Gatineau”

KijijiMarketplace

e.g. “what car can I get for under $400/month in Gatineau?”

Auto123.comMarketplace

e.g. “Where can I buy a used 2016 Chevrolet Spark in Gatineau?”

Automobile En DirectRival dealer

e.g. “used Hyundai under $20,000 in Gatineau”

Automobile En Direct (AED) GatineauRival dealer

e.g. “used crossover under $20,000 in Gatineau”

Dupont & Dupont HondaRival dealer

e.g. “used crossover under $20,000 in Gatineau”

Hull HyundaiRival dealer

e.g. “used Hyundai under $20,000 in Gatineau”

sourcesMarketplace

e.g. “what car can I get for under $400/month in Gatineau?”

Everyone except you13

Hyundai Gatineau (you)3

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

!63 of 169 citations went to aggregatorsWhere clicks go

WHERE THE CITATIONS SEND SHOPPERS

169 citations across those 16 answers. 10 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 169 doors actually leads:

10land on your site63land on aggregators (AutoTrader, CarGurus…)96land somewhere else (competitors, media)

FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS

cargurus.ca/Cars/s-Used-SUV-Crossover-Under-20000-Gatineau-bg7_spt385_L

hyundaigatineau.ca's car

RIVAL

YOUR CAR

RIVAL

Your one car, ringed by competitors on cargurus.ca

“Used SUVs / Crossovers for Sale Under $20,000 Near Gatineau, QC - CarGurus.ca”: the shopper who clicks this citation lands on cargurus.ca's results page: every dealer's vehicles in the region, ranked and monetized by cargurus.ca, not Hyundai Gatineau'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 Hyundai Gatineau has. cargurus.ca earned the citation with your car, then wrapped it in a page of every rival dealer's inventory, ranked and monetized by cargurus.ca. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for cargurus.ca and against you.

05Hyundai Gatineau named in 8 of 16 answersThe test

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where can I buy a used 2016 Chevrolet Spark in Gatineau?”

CHATGPT · REAL ANSWER

Here are two excellent options for purchasing a used 2016 Chevrolet Spark in Gatineau, QC:

1. Hyundai Gatineau

• Vehicle: 2016 Chevrolet Spark (sold as a used vehicle)

• Mileage: 114,936 km

• Transmission: Automatic

• Price: CA$7,995 (plus GST/QST, registration, and insurance)

• Highlights: Inspected by Hyundai-certified technicians, includes a minimum 6-month or 10,000 km powertrain warranty, and accompanied by a CARFAX vehicle history report ([hyundaigatineau.ca](

• Location & Contact: 1245 boul. de la Vérendrye Ouest, Gatineau, QC J8T 8P2. Sales: (855) 246‑0012; Pre‑Owned: (844) 731‑1246 ([hyundaigatineau.ca](

• Link: You can view the listing and request the CARFAX report directly on their inventory page ([hyundaigatineau.ca](

…

hyundaigatineau.ca · listing pagegatineaugm.com · listing page

ENGINE BY ENGINE

ChatGPT

Recommended you · 2 of 4

Gemini

Recommended you · 1 of 4

Perplexity

Cited you, never picked you · 1 of 4

Claude

Cited you, never picked you · 2 of 4

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 2016 Chevrolet Spark in Gatineau?”

ChatGPTRecommendedGeminiAbsentPerplexityAbsentClaudeAbsent

YOUR OWN CATEGORY · 10 of your vehicles match this question

“used crossover under $20,000 in Gatineau”

ChatGPTAbsentGeminiCited, not pickedPerplexityAbsentClaudeCited, not picked

YOUR OWN CATEGORY · 4 of your vehicles match this question

“used Hyundai under $20,000 in Gatineau”

ChatGPTRecommendedGeminiRecommendedPerplexityCited, not pickedClaudeCited, not picked

BUYER RESEARCH · 10 of your vehicles match this question

“what car can I get for under $400/month in Gatineau?”

ChatGPTAbsentGeminiNamedPerplexityAbsentClaudeAbsent

Hyundai Gatineau was missing from 8 of 16 answers. Every answer you're not in is a shopper sent somewhere else.

!Answer pages for 2 of 3 questions your stock earnsMissing answers

THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 3 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 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.

“can I get a car loan with bad credit in Gatineau?”ANSWERED — YOUR PAGE ↗
“what car can I get for under $400/month in Gatineau?”no page — needs a payment-based browse page
“what's my car worth as a trade-in in Gatineau?”ANSWERED — YOUR PAGE ↗

The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make Hyundai Gatineau 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:

hyundaigatineau.vinindex.ai/answers

VIN INDEX ANSWER · hyundaigatineau.vinindex.ai

“Where can I buy a used 2016 Chevrolet Spark in Gatineau?”

Hyundai Gatineau 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 Hyundai Gatineau 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 4 live queries on Hyundai Gatineau 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

07The HTML an AI crawler actually receives from youWhat AI sees

WHY THIS HAPPENS

What shoppers see vs. what AI can read

SHOPPERS SEE THIS

<!DOCTYPE html>
<html lang="fr-FR" class="prefs-unscripted offer-type-cash">
<head>
						<link rel="preload" href="https://hyundaigatineau.ca/wp-content/themes/magnetis-dealer/assets/fonts/hyundai/hyundaisanshead-bold-webfont.woff " as="font" type="font/woff" crossorigin>
												<link rel="preload" href="https://hyundaigatineau.ca/wp-content/themes/magnetis-dealer/assets/fonts/hyundai/hyundaisanshead-regular-webfont.woff " as="font" type="font/woff" crossorigin>
												<link rel="preload" href="https://hyundaigatineau.ca/wp-content/themes/magnetis-dealer/assets/fonts/hyundai/hyundaisanshead-light-webfont.woff " as="font" type="font/woff" crossorigin>
						
	<link rel="preload"

AI READS THIS

!3 of 6 checks need workSite checks

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.

09What an assistant can do today, and on VIN IndexToday vs VIN Index

WHAT AN ASSISTANT CAN DO TODAY VS ON VIN INDEX

What an assistant can do	Your site	VIN 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.

10Every number here, checkable yourselfReceipts

DON'T TAKE OUR WORD FOR IT

AI Readiness: C · 62/100

Your site grades C. AI engines cited you in 7 of 16 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

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 1,499,221 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: 1,499,221 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

Missing specific mileage/odometer readings for used vehicles and minimal descriptive details beyond year/make/model/trim/price

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 actual mileage (e.g., '2024 Hyundai Elantra with 45,230 km, full service history, one owner') instead of generic '9 km' placeholder text, and include brief condition/feature highlights for each listing to boost citation density and searchability.

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