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SCANNED OCTOBER 26, 2026 · ALL REPORTS

Lamontagne Auto was never the answer to a single question we asked.

We ran 2 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. You were recommended in 0 of 8 answers, and cited in 5 — always below the dealer or marketplace that won.

Fix this →See the evidence ↓

Free to get published. No card, no call.

Lamontagne Auto appeared in 16 of 36 Rimouski buyer answers. #1 of 13 named dealerships.

We asked ChatGPT and Perplexity the questions Rimouski buyers ask — monthly payments, cash budgets, where to buy — and counted every dealership named, you included, the same way. Across the whole Rimouski et Bas-Saint-Laurent area: 16 of 216 answers.

Lamontagne Autoyou12 of 36
Michaud Automobiles8 of 36
Équipe Formule7 of 36
Boulevard Chevrolet Buick GMC6 of 36
Rimouski Nissan6 of 36
Volkswagen Rimouski5 of 36

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

MONTHLY PAYMENTSGemini

“Quel genre de véhicule d'occasion puis-je avoir pour 400 $ par mois à Rimouski, Québec, Canada?”

Lamontagne Auto is named in this answer.

“Lamontagne Auto offre une sélection de voitures, camions, VUS et minifourgonnettes d'occasion.”

Source cited: www.lamontagneauto.com ↗

CASH BUDGETSChatGPT

“J'ai besoin d'un véhicule d'occasion à traction intégrale pour l'hiver à Rimouski, Québec, Canada. Qu'est-ce qui est bien à moins de 25 000 $?”

Rimouski Nissan, Formule Kia and Formule Subaru appear. Lamontagne Auto does not.

“Ces véhicules sont disponibles chez des concessionnaires locaux tels que Rimouski Nissan, Formule Kia et Formule Subaru.”

Source cited: www.rimouskinissan.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 Rimouski et Bas-Saint-Laurent area findings ↗

022 questions across 4 enginesThe questions

WHAT WE ASKED

These are the 2 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.

Research questions test documented policies before a dealer visit. Optional inventory questions use your scanned stock.

The questions

“Where should I buy a used car in Rimouski, Québec?”
BEFORE THE DEALER VISITA saved buyer or supporting research question; its wording does not establish your inventory, services or search demand
“What's a good used SUV under $25,000 in Rimouski, Québec?”
BEFORE THE DEALER VISITA saved buyer or supporting research question; its wording does not establish your inventory, services or search demand

!Auto123.com took 1 answer of 8Who won

WHO THE ENGINES RECOMMENDED INSTEAD

Two marketplaces beat you on your own inventory.

All 2 of these questions were about cars sitting on your lot, in Rimouski, the market you serve. You were a correct answer every time, and 8 of 8 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Lamontagne Auto was the recommendation in none of the 8 answers we tested.

Who the engines pickedAnswersShare of 8

Auto123.comMarketplace

e.g. “What's a good used SUV under $25,000 in Rimouski, Québec?”

CarGurusMarketplace

e.g. “What's a good used SUV under $25,000 in Rimouski, Québec?”

Everyone except you8

Lamontagne Auto (you)0

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

!17 of 62 citations went to aggregatorsWhere clicks go

WHERE THE CITATIONS SEND SHOPPERS

62 citations across those 8 answers. 5 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 62 doors actually leads:

5land on your site17land on aggregators (AutoTrader, CarGurus…)40land somewhere else (competitors, media)

FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS

cargurus.ca/Cars/spt-used-cars-Rimouski_L755807

lamontagneauto.com's car

RIVAL

YOUR CAR

RIVAL

Your one car, ringed by competitors on 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 Lamontagne Auto'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 Lamontagne Auto 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.

05Lamontagne Auto named in 5 of 8 answersThe test

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where should I buy a used car in Rimouski, Québec?”

CHATGPT · REAL ANSWER

Voici plusieurs options documentées et actuelles pour acheter une voiture d’occasion à Rimouski, Québec. Chaque concessionnaire présente des caractéristiques distinctes, selon vos besoins — budget, garanties, financement, inspection, marques, etc.

---

Concessionnaires de véhicules d’occasion à Rimouski

1. HGrégoire Rimouski

• Situé au 140, Montée Industrielle-et-Commerciale, cette succursale offre un inventaire d’autos usagées avec des horaires pratiques : du lundi au vendredi de 9 h à 18 h et le samedi matin de 9 h à 12 h ([hgreg.com](

• Les avis client sont très positifs, avec une note moyenne de 4,2/5. Les témoignages saluent la qualité du service, la facilité de transaction et le professionnalisme de l’équipe ([hgregoire.com](

2. Lamontagne Auto Ltée

• Offre une sélection intéressante de véhicules inspectés (souvent Honda certifiés), avec divers modèles récents (2017 à 2025) disponibles ([lamontagneauto.com](

• Financièrement, ils proposent des options de financement, y compris pour les dossiers de crédit plus complexes ou en reconstruction ([lamontagneauto.com](

…

hgreg.comhgregoire.comlamontagneauto.comautomobilesl.com ← a competitorautobsl.comconstelauto.ca

ENGINE BY ENGINE

ChatGPT

Cited you, never picked you · 2 of 2

Gemini

Cited you, never picked you · 2 of 2

Perplexity

Cited you, never picked you · 1 of 2

Claude

Never picked you · 0 of 2

THE FULL TEST: EVERY QUERY, EVERY ENGINE

BEFORE THE DEALER VISIT · A saved buyer or supporting research question; its wording does not establish your inventory, services or search demand

“Where should I buy a used car in Rimouski, Québec?”

ChatGPTCited, not pickedGeminiCited, not pickedPerplexityCited, not pickedClaudeAbsent

BEFORE THE DEALER VISIT · A saved buyer or supporting research question; its wording does not establish your inventory, services or search demand

“What's a good used SUV under $25,000 in Rimouski, Québec?”

ChatGPTCited, not pickedGeminiCited, not pickedPerplexityAbsentClaudeAbsent

Lamontagne Auto was missing from 3 of 8 answers. Every answer you're not in is a shopper sent somewhere else.

!Answer pages for 2 of 4 questions your stock earnsMissing answers

THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 4 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 Rimouski. 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 Rimouski.”ANSWERED — YOUR PAGE ↗
“can I get a car loan with bad credit in Rimouski?”ANSWERED — YOUR PAGE ↗
“what car can I get for under $600/month in Rimouski?”no page — needs a payment-based browse page
“what's my car worth as a trade-in in Rimouski?”no page — needs a trade-in/value page

The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make Lamontagne Auto 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:

lamontagneauto.vinindex.ai/answers

VIN INDEX ANSWER · lamontagneauto.vinindex.ai

“Where should I buy a used car in Rimouski, Québec?”

Lamontagne Auto has matching vehicles near Rimouski, including a 2026 HONDA CIVIC, each on its own page built for AI to read, quote, and route the shopper to you.

2026 HONDA CIVIC

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 Lamontagne Auto 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 2 live queries on Lamontagne Auto 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 Rimouski”, “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 http-equiv="X-UA-Compatible" content="IE=edge,chrome=1">
        <meta name="SKYPE_TOOLBAR" content="SKYPE_TOOLBAR_PARSER_COMPATIBLE" >
        
        
            <link rel="canonical" href="https://www.lamontagneauto.com/fr">

            
        
        
            <link rel="alternate" hreflang="fr-ca" href="https://www.lamontagneauto.com/fr">
            <link rel="alternate" hreflang="en-ca" href="https://www.lamontagneauto.com/en">
            <link rel="alternate" hreflang="x-default" href="https://www.lamontagneauto.com/fr">
        
        
        
        <title>Lamon

AI READS THIS

!3 of 6 checks need workSite checks

STEP BY STEP

3 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.

2Page renderingNEEDS WORK

Your site refuses ChatGPT's search crawler, ChatGPT's live fetcher, Claude's live fetcher, 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 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.

3llms.txt / sitemap / discoveryNEEDS WORK

Your sitemap lists 142 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 missing capability 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 · 69/100

Your site grades C. AI engines cited you in 5 of 8 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

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.

Perplexity's search crawler (PerplexityBot): Refused at the network layer
Claude's live fetcher (Claude-User): Refused at the network layer
ChatGPT's live fetcher (ChatGPT-User): Refused at the network layer
ChatGPT's search crawler (OAI-SearchBot): Refused at the network layer
Bytes returned to a no-JS crawler fetch: 833,314 chars of HTML
Vehicles readable in that HTML: Yes
Bing's search crawler (bingbot): Probe refused — inconclusive: this crawler is verified by IP, and refusing look-alikes is standard anti-spoofing

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Needs work

Your sitemap lists 142 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: 142 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

Content quality

Is your vehicle text worth citing?

Passing

Used vehicle listings are cut off mid-description, lacking complete trim/color/transmission details and hindering full citation

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: Complete all used vehicle entries with full specifications: '2017 Honda HR-V LX FWD, 142,600 km, Modern Steel Metallic, $15,495 CAD, VIN: 3CZRU5H33HM101026' to enable confident quoting of complete vehicle records

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