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SCANNED SEPTEMBER 7, 2026 · ALL REPORTS

Reid Brothers Motor Sales GM was the answer 5 times out of 9. Someone else took the other 4.

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.

Fix this →See the evidence ↓

Free to get published. No card, no call.

RECOMMENDED IN ONLY 5 OF 9 ANSWERS
C60/100AI visibility

Your score weighs two things — and both are holding up.

51
Site readiness 51/100
AI can mostly read your lot.
64
Presence in AI answers 64/100
It names you sometimes.
5 / 9
AI answers that recommend Reid Brothers Motor Sales GM
8
Vehicle pages our scan couldn’t read

WHAT WE COULD NOT READ

We could not read your vehicles.

Your inventory pages did not return vehicle detail we could parse.

Questions a shopper asks about specific cars are the ones we could not put to the engines.

Not every engine answered every question.

9 of 12 engine checks returned an answer we could grade.

The gaps are missing checks, not results about you.

The evidence

What the engines actually answered

YOUR ARNPRIOR RANKING

Reid Brothers Motor Sales GM appeared in 16 of 36 Arnprior buyer answers. #3 of 3 named dealerships.

We asked ChatGPT and Perplexity the questions Arnprior buyers ask — monthly payments, cash budgets, where to buy — and counted every dealership named, you included, the same way. Across the whole Ottawa Valley area: 17 of 214 answers.

  1. Urban Ford13 of 36
  2. Arnprior Chrysler Ltd8 of 36
  3. Reid Brothers Motor Sales GMyou5 of 36

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

MONTHLY PAYMENTSGemini

“What kind of used car can I get for CAD $400 a month in Arnprior, Ontario, Canada?”

Reid Brothers Motor Sales GM appears alongside Urban Ford.

“Browse Local Dealerships and Online Marketplaces: Check websites like Carpages.ca, CarGurus.ca, and local dealership sites (e.g., Reid Brothers Motor Sales GM or Urban Ford in Arnprior) for current inventory.”
Source cited: www.reidbros.ca ↗
CASH BUDGETSPerplexity

“What's the best used seven-passenger SUV under CAD $30,000 in Arnprior, Ontario, Canada?”

Urban Ford appears. Reid Brothers Motor Sales GM does not.

“The Arnprior listing from Urban Ford shows a 2023 Kia Sorento LX AWD, 7-passenger at CAD $32,995, which is above your budget, so it is not a fit for the under-$30,000 limit.”
Source cited: www.urbanford.ca ↗

A dated sample of saved ChatGPT and Perplexity answers (September 30, 2026), not shopper traffic or a position inside an answer. See the full Ottawa Valley 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 Arnprior. These are questions you should be showing up for.

None of these questions use your dealership’s name. Asking an AI assistant about your store by name is a different test: it shows whether the assistant knows you, not whether it sends you a buyer who hasn’t picked a store yet.

The questions
  • “Where can I buy a used 2026 GMC Sierra in Arnprior?”
    A CAR ON YOUR LOTthis exact vehicle is in your inventory
  • “used GMC under $105,000 in Arnprior”
    YOUR OWN CATEGORY2 of your vehicles match this question
  • “what car can I get for under $2,000/month in Arnprior?”
    BUYER RESEARCH4 of your vehicles match this question
WHO THE ENGINES RECOMMENDED INSTEAD

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

All 3 of these questions were about cars sitting on your lot, in Arnprior, the market you serve. You were a correct answer every time, and 4 of 9 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Reid Brothers Motor Sales GM was the recommendation in 5. Two competitors split the other 4 between them, which is why no single name below looks like it is beating you. Together, they are.

Who the engines pickedAnswers
UF
Urban FordRival dealer
e.g. “what car can I get for under $2,000/month in Arnprior?”
3
CG
CarGurusMarketplace
e.g. “Where can I buy a used 2026 GMC Sierra in Arnprior?”
1
Everyone except you4
Reid Brothers Motor Sales GM (you)5
WHERE THE CITATIONS SEND SHOPPERS

60 citations across those 9 answers. 17 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 60 doors actually leads:

17
18
25
17land on your site18land on aggregators (AutoTrader, CarGurus…)25land somewhere else (competitors, media)
FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS
cargurus.ca/Cars/l-Used-2026-GMC-Sierra-1500-Arnprior-c34098_L589886?ut
cargurus.ca/Cars/l-Used-2026-GMC-Sierra-1500-Arnprior-c34098_L589886?ut
reidbros.ca's car
RIVAL
RIVAL
YOUR CAR
RIVAL
RIVAL
RIVAL
RIVAL
RIVAL
Your one car, ringed by competitors on cargurus.ca

“New & Used 2026 GMC Sierra 1500 for Sale near Arnprior, 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 Reid Brothers Motor Sales GM'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 Reid Brothers Motor Sales GM 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.

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where can I buy a used 2026 GMC Sierra in Arnprior?”
CHATGPT · REAL ANSWER
Here are your best options for purchasing a 2026 GMC Sierra near Arnprior, ON (postal code K7S 1S6). I’ve identified both pre-owned and new listings from nearby dealerships, with key details and direct links to the listings:
---
Vehicle Listings:
1. 2026 GMC Sierra 1500 AT4 Crew Cab 4WD (Diesel)
• Mileage: approximately 5,000 km
• Exterior: Volcanic Red Tintcoat
• Located in Ottawa, roughly 50 km from Arnprior
• Price: CA$89,566 (rated a “Fair Deal”)
• Listing on CarGurus with VIN 3GTUUEE8XTG211630
…
cargurus.ca · listing pagereidbros.ca · listing page
Reid Brothers Motor Sales GM was not the pick here. You have a 2026 GMC 2026 on the lot at $100,427.
ENGINE BY ENGINE
ChatGPT
Recommended you · 1 of 3
Gemini
Recommended you · 2 of 3
Perplexity
No answer recorded
Claude
Recommended you · 2 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 2026 GMC Sierra in Arnprior?”
ChatGPTCited, not pickedGeminiRecommendedPerplexityNo answerClaudeRecommended
YOUR OWN CATEGORY · 2 of your vehicles match this question
“used GMC under $105,000 in Arnprior”
ChatGPTRecommendedGeminiRecommendedPerplexityNo answerClaudeRecommended
BUYER RESEARCH · 4 of your vehicles match this question
“what car can I get for under $2,000/month in Arnprior?”
ChatGPTAbsentGeminiCited, not pickedPerplexityNo answerClaudeCited, not picked
Reid Brothers Motor Sales GM was missing from 1 of 9 answers. Every answer you're not in is a shopper sent somewhere else.
THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 4 research questions. Your site answers 3.

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 Arnprior. 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.

These 4 are the tip: counted across every category, budget band and payment combination your feed actually covers, your stock qualifies you for 6 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 Reid Brothers Motor Sales GM 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:

reidbros.vinindex.ai/answers
reidbros.vinindex.ai/answers
VIN INDEX ANSWER · reidbros.vinindex.ai
“Where can I buy a used 2026 GMC Sierra in Arnprior?”

Reid Brothers Motor Sales GM has matching vehicles near Arnprior, including a 2026 GMC 2026, each on its own page built for AI to read, quote, and route the shopper to you.

2026 GMC 2026
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 Reid Brothers Motor Sales GM 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 Reid Brothers Motor Sales GM 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 Arnprior”, “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>

    <!--[if lt IE 7]><html lang="en-US" class="no-js lt-ie9 lt-ie8 lt-ie7"><![endif]-->
    <!--[if (IE 7)&!(IEMobile)]><html lang="en-US" class="no-js lt-ie9 lt-ie8"><![endif]-->
    <!--[if (IE 8)&!(IEMobile)]><html lang="en-US" class="no-js lt-ie9"><![endif]-->
    <!--[if (IE 8)&!(IEMobile)]><html lang="en-US" class="no-js lt-ie9"><![endif]-->
    <!--[if (IE 9)&!(IEMobile)]><html lang="en-US" class="lt-ie10"><![endif]-->
    <!--[if gt IE 8]><!--> <html lang="en-US" class="no-js"><!--<![endif]-->

    <head>

        <meta charset="utf-8">
                <meta http-equiv="X-UA-Compatible" content="IE=edge">

        <title>Reid Brothers Motor Sales: New &amp; Used GM D
AI READS THIS
STEP BY STEP

4 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

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.

3llms.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.

4Content qualityAT RISK

No actual vehicle listing text provided, only UI icons and navigation elements from a dealer website template

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 · 51/100
Your site grades C. AI engines cited you in 8 of 9 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
Not found
Valid JSON-LD blocks
5

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 listing text provided, only UI icons and navigation elements from a dealer website template

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
15 / 100
Example improvement
Provide specific vehicle details such as: '2022 Chevrolet Silverado 1500 LT Crew Cab, 45,230 miles, $38,995, VIN: 3GCUYGEN2MG123456' or similar factual inventory copy that an AI can cite with confidence

Page rendering

Can AI read your vehicle pages?

Passing

A no-JavaScript crawler received 169,782 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
169,782 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

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