Is this your dealership?

We ran this scan from public pages on your website. You can take it over and fix what it found, or ask us to remove it.

SCANNED SEPTEMBER 7, 2026 · ALL REPORTS

Auto Gatineau Ottawa was the answer 1 time out of 13. Someone else took the other 12.

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.

Auto Gatineau Ottawa 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: 6 of 215 answers.

Auto Occasion Gatineau6 of 35
Toyota Gatineau4 of 35
Auto Gatineau Ottawayou3 of 35
Automobile Carrera3 of 35
Dormani Nissan3 of 35
Dupont & Dupont Honda3 of 35

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

CASH BUDGETSGemini

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

Auto Gatineau Ottawa appears alongside Carle Ford, Buckingham Chevrolet Buick GMC and Dupont & Dupont Honda.

“Parmi ceux-ci, on trouve Carle Ford, Buckingham Chevrolet Buick GMC, Dupont & Dupont Honda, HGrégoire et Auto Gatineau Ottawa.”

Source cited: www.autogatineauottawa.com ↗

MONTHLY PAYMENTSChatGPT

“Quelle est une bonne auto d'occasion pour aller au travail à Gatineau, Québec, Canada pour moins de 400 $ par mois?”

Auto Occasion Gatineau appears. Auto Gatineau Ottawa does not.

“Source : Auto Occasion Gatineau”

Source cited: motor1.uol.com.br ↗

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 2022 Honda Civic Sedan in Gatineau?”
A CAR ON YOUR LOTthis exact vehicle is in your inventory
“used SUV under $15,000 in Gatineau”
YOUR OWN CATEGORY4 of your vehicles match this question
“used 4-door car under $20,000 in Gatineau”
YOUR OWN CATEGORY3 of your vehicles match this question
“what car can I get for under $400/month in Gatineau?”
BUYER RESEARCH7 of your vehicles match this question

!Gatineau Honda took 2 answers of 12Who won

WHO THE ENGINES RECOMMENDED INSTEAD

11 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 12 of 13 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Auto Gatineau Ottawa was the recommendation in 1. 11 competitors split the other 12 between them, which is why no single name below looks like it is beating you. Together, they are.

Who the engines pickedAnswersShare of 13

Gatineau HondaRival dealer

e.g. “Where can I buy a used 2022 Honda Civic Sedan in Gatineau?”

Argus MazdaRival dealer

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

Automobile en Direct (AED)Rival dealer

e.g. “used 4-door car under $20,000 in Gatineau”

Automobile En Direct GatineauRival dealer

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

CarGurusMarketplace

e.g. “used SUV under $15,000 in Gatineau”

Donnelly Ford LincolnRival dealer

e.g. “used SUV under $15,000 in Gatineau”

Dupont & Dupont HondaRival dealer

e.g. “used 4-door car under $20,000 in Gatineau”

Honda used vehicles searchMarketplace

e.g. “used SUV under $15,000 in Gatineau”

and 3 more.

Everyone except you12

Auto Gatineau Ottawa (you)1

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

!23 of 87 citations went to aggregatorsWhere clicks go

WHERE THE CITATIONS SEND SHOPPERS

87 citations across those 13 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 87 doors actually leads:

3land on your site23land on aggregators (AutoTrader, CarGurus…)61land somewhere else (competitors, media)

FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS

autotrader.ca/cars/honda/reg_qc/cit_gatineau/bt_suv/ot_used/pr_15000?utm_

autogatineauottawa.com's car

RIVAL

YOUR CAR

RIVAL

Your one car, ringed by competitors on autotrader.ca

“Used Honda SUV for Sale under $15000 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 Auto Gatineau Ottawa'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 Auto Gatineau Ottawa 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.

05Auto Gatineau Ottawa named in 2 of 13 answersThe test

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where can I buy a used 2022 Honda Civic Sedan in Gatineau?”

CHATGPT · REAL ANSWER

Here are several available used 2022 Honda Civic Sedan options located in or very near Gatineau, Québec, as of September 7, 2026:

---

1. Gatineau Honda – Civic Sedan LX (Black, ~52,087 km)

• Trim: LX

• Price: $21,477 (plus taxes & licensing)

• Mileage: ~52,087 km

• Location: Gatineau Honda, 1255 boulevard de la Vérendrye Ouest, Gatineau, QC

• Features: Automatic transmission, front‑wheel drive, includes safety tech like Collision Mitigation, Adaptive Cruise Control, Lane Keeping Assist, Traffic Sign Recognition ([cuv.honda.ca](

• Listing available via Gatineau Honda’s inventory site (Stock #H4619) ([cuv.honda.ca](

…

cuv.honda.ca · listing pagegatineauhonda.com ← a competitor

Auto Gatineau Ottawa is not in this answer. You have a 2022 Honda Civic Sedan on the lot at $18,999, 45,125 km.

ENGINE BY ENGINE

ChatGPT

Recommended you · 1 of 4

Gemini

Cited you, never picked you · 1 of 4

Perplexity

Never picked you · 0 of 1

Claude

Never picked you · 0 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 2022 Honda Civic Sedan in Gatineau?”

ChatGPTAbsentGeminiCited, not pickedPerplexityNo answerClaudeAbsent

YOUR OWN CATEGORY · 4 of your vehicles match this question

“used SUV under $15,000 in Gatineau”

ChatGPTAbsentGeminiAbsentPerplexityAbsentClaudeAbsent

YOUR OWN CATEGORY · 3 of your vehicles match this question

“used 4-door car under $20,000 in Gatineau”

ChatGPTRecommendedGeminiAbsentPerplexityNo answerClaudeAbsent

BUYER RESEARCH · 7 of your vehicles match this question

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

ChatGPTAbsentGeminiAbsentPerplexityNo answerClaudeAbsent

Auto Gatineau Ottawa was missing from 11 of 13 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.

“Which used Honda models hold up best? I'm shopping in Gatineau.”ANSWERED — YOUR PAGE ↗
“can I get a car loan with bad credit in Gatineau?”ANSWERED — YOUR PAGE ↗
“what's my car worth as a trade-in in Gatineau?”no page — needs a trade-in/value page

These 3 are the tip: counted across every category, budget band and payment combination your feed actually covers, your stock qualifies you for 8 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 Auto Gatineau Ottawa 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:

autogatineauottawa.vinindex.ai/answers

VIN INDEX ANSWER · autogatineauottawa.vinindex.ai

“Where can I buy a used 2022 Honda Civic Sedan in Gatineau?”

Auto Gatineau Ottawa has matching vehicles near Gatineau, including a 2018 Honda civic sedan-5208876, each on its own page built for AI to read, quote, and route the shopper to you.

2018 Honda civic sedan-5208876

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 Auto Gatineau Ottawa 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 Auto Gatineau Ottawa 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"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="image" href="/icons/shield-check.svg"/><link rel="preload" as="image" href="/icons/clipboard-check.svg"/><link rel="preload" as="image" href="/icons/dollar-circle.svg"/><link rel="preload" as="image" href="/icons/warranty.svg"/><link rel="preload" as="image" href="/icons/document-check.svg"/><link rel="preload" as="image" href="/images/services-buy.jpg"/><link rel="preload" as="image" href="/images/services-finance.jpg"/><link rel="preload" as="image" href="/icons/suv.svg"/><link rel="preload" as="image" href="/icons/sedan.svg"/><link rel="p

AI READS THIS

!4 of 6 checks need workSite checks

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

Individual vehicle listings lack detailed specifications - missing descriptions, features, condition notes, and comprehensive details that would make listings self-contained and citation-ready. Most vehicles show only year/make/model/trim/mileage/price, but lack narrative content explaining condition, service history, or unique selling points.

3Page renderingNEEDS WORK

Your inventory browse pages are JavaScript-rendered: a crawler that lands on your listings gets 138,870 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.

4llms.txt / sitemap / discoveryNEEDS WORK

Your sitemap lists 138 vehicle pages, so AI crawlers can enumerate your inventory. Adding llms.txt and an agent-discovery file is the cheap, forward-looking next step.

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 · 60/100

Your site grades C. AI engines cited you in 2 of 13 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

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: 7 / 100
Example improvement: Expand a listing like '2018 Honda Civic Sedan SE' to include: full VIN, complete service history, specific features (leather seats, backup camera, etc.), any accident history from Carfax, transmission type, fuel economy, interior/exterior condition notes, and reason for sale. Add a brief narrative: 'Well-maintained 2018 Honda Civic Sedan SE with 110,674 km. Single previous owner, full service records, no accidents reported. Features include [specific features]. Recently inspected and certified. Priced at $19,499, financing available.'

Page rendering

Can AI read your vehicle pages?

Needs work

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: 138,870 chars of HTML
Vehicles readable in that HTML: None
Individual vehicle page: Static HTML + schema

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Needs work

Your sitemap lists 138 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: 138 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: 3

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.

Fix this →