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SCANNED SEPTEMBER 7, 2026 · ALL REPORTS

Dupont & Dupont Honda was the answer 4 times out of 12. Someone else took the other 8.

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.

Free to get published. No card, no call.

RECOMMENDED IN ONLY 4 OF 12 ANSWERS
D45/100AI visibility

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

57
Site readiness 57/100
AI can mostly read your lot.
40
Presence in AI answers 40/100
It rarely names you.
4 / 12
AI answers that recommend Dupont & Dupont Honda
0
Vehicle pages found by the scan
The evidence

What the engines actually answered

YOUR GATINEAU RANKING

Dupont & Dupont Honda appeared in 5 of 35 Gatineau buyer answers. #3 of 16 named dealerships.

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: 16 of 215 answers.

  1. Auto Occasion Gatineau6 of 35
  2. Toyota Gatineau4 of 35
  3. Dupont & Dupont Hondayou3 of 35
  4. Auto Gatineau Ottawa3 of 35
  5. Automobile Carrera3 of 35
  6. Dormani Nissan3 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?”

Dupont & Dupont Honda appears alongside Buckingham Chevrolet Buick GMC.

“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 BUDGETSChatGPT

“Quel VUS d'occasion devrais-je acheter pour moins de 25 000 $ à Gatineau, Québec, Canada?”

Auto Gatineau Ottawa, Dormani Nissan and Hull Nissan appear. Dupont & Dupont Honda does not.

“Ces véhicules sont disponibles chez divers concessionnaires à Gatineau, tels que Auto Gatineau Ottawa, Dormani Nissan et Hull Nissan.”
Source cited: www.hullnissangatineau.ca ↗

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 Civic in Gatineau?”
    A CAR ON YOUR LOTthis exact vehicle is in your inventory
  • “used Honda under $10,000 in Gatineau”
    YOUR OWN CATEGORY2 of your vehicles match this question
  • “what car can I get for under $400/month in Gatineau?”
    BUYER RESEARCH2 of your vehicles match this question
WHO THE ENGINES RECOMMENDED INSTEAD

Three 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 8 of 12 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Dupont & Dupont Honda was the recommendation in 4. Three competitors split the other 8 between them, which is why no single name below looks like it is beating you. Together, they are.

Who the engines pickedAnswers
GH
Gatineau HondaRival dealer
e.g. “Where can I buy a used 2019 Honda Civic in Gatineau?”
3
BT
Buckingham ToyotaMarketplace
e.g. “what car can I get for under $400/month in Gatineau?”
2
CG
CarGurusMarketplace
e.g. “used Honda under $10,000 in Gatineau”
1
Everyone except you8
Dupont & Dupont Honda (you)4

2 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. 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 119 doors actually leads:

10
34
75
10land on your site34land on aggregators (AutoTrader, CarGurus…)75land somewhere else (competitors, media)
FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS
autotrader.ca/cars/honda/civic/qc/gatineau/
autotrader.ca/cars/honda/civic/qc/gatineau/
dupontduponthonda.com's car
RIVAL
RIVAL
YOUR CAR
RIVAL
RIVAL
RIVAL
RIVAL
RIVAL
Your one car, ringed by competitors on 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 Dupont & Dupont Honda'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 Dupont & Dupont Honda 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 Civic in Gatineau?”
CHATGPT · REAL ANSWER
Here are several current listings for used 2019 Honda Civics available for purchase in or near Gatineau, QC. Each option includes the dealership name, price, key details, and direct links to the specific listing for your convenience.
---
1. 2019 Honda Civic LX CVT Sedan — Gatineau Honda
• Price: $18,477 CAD (plus GST, QST, registration, and insurance)
• Mileage: 94,273 km
• Colour: Exterior White (NH883P), Interior Black
• Transmission: CVT, FWD
• Location: 1255 Bd la Vérendrye O, Gatineau, QC
• Dealer: Gatineau Honda
…
gatineauhonda.com · listing page ← a competitorcuv.honda.ca · listing page
Dupont & Dupont Honda was named, but never linked, here. You have a 2019 Honda Civic on the lot at $10,000.
ENGINE BY ENGINE
ChatGPT
Cited you, never picked you · 2 of 3
Gemini
Recommended you · 1 of 3
Perplexity
Recommended you · 2 of 3
Claude
Recommended you · 1 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 Civic in Gatineau?”
ChatGPTNamedGeminiRecommendedPerplexityRecommendedClaudeCited, not picked
YOUR OWN CATEGORY · 2 of your vehicles match this question
“used Honda under $10,000 in Gatineau”
ChatGPTAbsentGeminiCited, not pickedPerplexityRecommendedClaudeRecommended
BUYER RESEARCH · 2 of your vehicles match this question
“what car can I get for under $400/month in Gatineau?”
ChatGPTCited, not pickedGeminiAbsentPerplexityAbsentClaudeAbsent
Dupont & Dupont Honda was missing from 4 of 12 answers. Every answer you're not in is a shopper sent somewhere else.
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 Dupont & Dupont Honda 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:

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

Dupont & Dupont Honda has matching vehicles near Gatineau, including a 2026 Honda Ridgeline, each on its own page built for AI to read, quote, and route the shopper to you.

2026 Honda Ridgeline
On your VIN Index page
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 Dupont & Dupont Honda 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 Dupont & Dupont Honda 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 PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
	<html xmlns="http://www.w3.org/1999/xhtml" xml:lang='fr' lang='fr'>
	<head>
		<title>Dupont &amp; Dupont Honda | Concessionnaire Honda &agrave; Gatineau, pr&egrave;s de Buckingham</title>
<meta  http-equiv="Content-Type" content="text/html; charset=ISO-8859-1" />
<meta  name="geo.placename" content="1255 Rue Odile Daoust, Gatineau, QC, J8M 1Y7" />
<meta  http-equiv="content-language" content="fr-ca" />
<meta  http-equiv="Expires" content="-1" />
<meta  http-equiv="Cache-Control" content="no-cache;max-age=0" />
<meta  itemprop="name" content="  " />
<meta  itemprop="image
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 actual vehicle listings with specific details (year/make/model/trim/mileage/price/VIN) are visible - only template placeholders, category links, and starting prices without individual vehicle data

4Page renderingNEEDS WORK

Your site refuses 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 ChatGPT's search crawler, 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.

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 7 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.

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 actual vehicle listings with specific details (year/make/model/trim/mileage/price/VIN) are visible - only template placeholders, category links, and starting prices without individual vehicle data

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
Instead of generic category pages, display actual used inventory with complete details like: '2022 Honda CR-V EX-L, 45,230 km, $28,995, VIN: 2HRCF80532A123456' - factual, specific, and immediately quotable for an AI assistant

Page rendering

Can AI read your vehicle pages?

Needs work

Your site refuses 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 ChatGPT's search crawler, 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
Bytes returned to a no-JS crawler fetch
454,795 chars of HTML
Vehicles readable in that HTML
Yes

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
40

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

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