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SCANNED SEPTEMBER 7, 2026 · ALL REPORTS

fleuryautogroupe.com 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.

Free to get published. No card, no call.

RECOMMENDED IN 0 OF 4 ANSWERS
F17/100AI visibility

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

57
Site readiness 57/100
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 fleuryautogroupe.com
0
Vehicle pages found by the scan

WHAT WE COULD NOT READ

Your pages need JavaScript to show their content.

The HTML returned on the first request carried no readable inventory content.

Roughly 69% of AI crawlers cannot execute JavaScript, so that is the version they read.

We could not tell whether you run more than one location.

Your locations page was not reachable, or not linked where we could find it.

If you do have other stores, engines answering "dealership near me" in those cities have the same problem finding them.

The evidence

What the engines actually answered

YOUR GATINEAU RANKING

fleuryautogroupe.com appeared in 2 of 35 Gatineau buyer answers. Linked, but not named in the text.

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: 2 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. fleuryautogroupe.comyou0 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. fleuryautogroupe.com 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. fleuryautogroupe.com 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

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 Gatineau?”
WHO THE ENGINES RECOMMENDED INSTEAD

Four 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. fleuryautogroupe.com was the recommendation in none of the 4 answers we tested.

Who the engines pickedAnswers
AC
Auto CarreraRival dealer
e.g. “who is the best used car dealer in Gatineau?”
1
AC
Automobile CarreraRival dealer
e.g. “who is the best used car dealer in Gatineau?”
1
AG
Automobile GreberRival dealer
e.g. “who is the best used car dealer in Gatineau?”
1
HH
Hull HyundaiRival dealer
e.g. “who is the best used car dealer in Gatineau?”
1
Everyone except you4
fleuryautogroupe.com (you)0
WHERE THE CITATIONS SEND SHOPPERS

41 citations across those 4 answers. 1 sends the shopper to you.

Every source an AI answer cites is a door the shopper can walk through. Here's where each of those 41 doors actually leads:

1
40
1land on your site0land on aggregators (AutoTrader, CarGurus…)40land somewhere else (competitors, media)
THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“who is the best used car dealer in Gatineau?”
CHATGPT · REAL ANSWER
Here are some of the best used car dealerships in Gatineau, based on expert rankings, customer reviews, and community feedback:
---
1. Hull Hyundai
• Consistently ranked among the top 3 dealerships in Gatineau in "ThreeBestRated" evaluations, with a 4.8 score based on a rigorous 50-point inspection assessing service quality, pricing, reputation, and more ([threebestrated.ca](
• Praised for a wide inventory of both new and used vehicles, committed staff, certified inspection programs, and strong customer-focused amenities (e.g., free Wi‑Fi, comfortable waiting area) ([threebestrated.ca](
2. Lallier Honda Hull
• Also ranked among the top 3 with a 4.8 score in the same ranking system ([threebestrated.ca](
• Known for offers on new and used Honda vehicles, strong after‑sale support with certified technicians, well‑trained staff, reliability, and resale value ([threebestrated.ca](
• Locally, recent firsthand customer experiences note positive interactions, allowing families to enjoy test drives and excellent service from reps like Alexandre and Filipe ([dealerrater.ca](
…
threebestrated.cadealerrater.ca ← a competitorreddit.comloc8nearme.comreviews.birdeye.com · 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 Gatineau?”
ChatGPTAbsentGeminiAbsentPerplexityAbsentClaudeAbsent
Not one of the 4 answers cited fleuryautogroupe.com. We ran 1 shopper query across 4 AI engines to get them.
THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 5 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.

  • “Which used Honda models hold up best? I'm shopping in Gatineau.”ANSWERED — YOUR PAGE ↗
  • “good used cars under $20,000 in Gatineau”no page — needs an under-$20k page
  • “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?”no page — needs a trade-in/value page

These 5 are the tip: counted across every category, budget band and payment combination your feed actually covers, your stock qualifies you for 17 distinct research questions — a computed count of pages your inventory could back, not an estimate.

The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make fleuryautogroupe.com 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:

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

fleuryautogroupe.com 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 fleuryautogroupe.com 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 fleuryautogroupe.com 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">
    <head>        
        <meta name='robots' content='index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1' />
	<style>img:is([sizes="auto" i], [sizes^="auto," i]) { contain-intrinsic-size: 3000px 1500px }</style>
	<link rel="alternate" hreflang="en" href="/en/inventory/" />
<link rel="alternate" hreflang="fr" href="/inventaire/" />
<link rel="alternate" hreflang="x-default" href="/inventaire/" />

<!-- Google Tag Manager for WordPress by gtm4wp.com -->
<script data-cfasync="false" data-pagespeed-no-defer>
	var gtm4wp_datalayer_name = "dataLayer";
	var dataLayer = dataLayer || [];
</script>
<!-- End Google Tag Manager for WordPress b
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.

2llms.txt / sitemap / discoveryAT RISK

No sitemap listing your vehicle pages, and no llms.txt or agent-discovery files. AI agents have no machine-readable map to your inventory. A sitemap that enumerates every VDP is the cheapest, highest-leverage gap to fix.

3Content qualityAT RISK

No vehicle-specific narrative text; only raw inventory list data with prices and specs. Missing detailed descriptions, features, condition details, service history, or any qualifying information that would make listings citation-ready.

4Page renderingNEEDS WORK

Your inventory browse pages are JavaScript-rendered: a crawler that lands on your listings gets 71,870 characters of HTML with zero vehicles in it, so it cannot discover cars by browsing. But your individual vehicle pages return static HTML with structured data, so an AI that reaches them (through your sitemap or a link) can still read each car. The gap is discovery, not the detail pages: give the crawlers a sitemap of your vehicle URLs and you close it.

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 · 57/100
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

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Failing

No sitemap listing your vehicle pages, and no llms.txt or agent-discovery files. AI agents have no machine-readable map to your inventory. A sitemap that enumerates every VDP is the cheapest, highest-leverage gap to fix.

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
None found

Content quality

Is your vehicle text worth citing?

Failing

No vehicle-specific narrative text; only raw inventory list data with prices and specs. Missing detailed descriptions, features, condition details, service history, or any qualifying information that would make listings citation-ready.

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
3 / 100
Example improvement
For each vehicle, add 2-3 sentences describing condition, key features, maintenance records, and any notable qualities (e.g., 'This 2020 Honda CR-V Touring features a clean interior with new brake pads installed last month, full service history available, and comes with all-weather floor mats').

Page rendering

Can AI read your vehicle pages?

Needs work

Your inventory browse pages are JavaScript-rendered: a crawler that lands on your listings gets 71,870 characters of HTML with zero vehicles in it, so it cannot discover cars by browsing. But your individual vehicle pages return static HTML with structured data, so an AI that reaches them (through your sitemap or a link) can still read each car. The gap is discovery, not the detail pages: give the crawlers a sitemap of your vehicle URLs and you close it.

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.

Bytes returned to a no-JS crawler fetch
71,870 chars of HTML
Vehicles readable in that HTML
None
Individual vehicle page
Static HTML + schema

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
Not found
Valid JSON-LD blocks
1

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.