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SCANNED NOVEMBER 12, 2026 · ALL REPORTS

MARKETS

Carleton Place, OntarioPRIMARY — THE MARKET THIS REPORT COVERS
Kingston, OntarioNOT TESTED — SIGN UP TO TEST KINGSTONCornwall, OntarioNOT TESTED — SIGN UP TO TEST CORNWALLNapanee, OntarioNOT TESTED — SIGN UP TO TEST NAPANEEOttawa, OntarioNOT TESTED — SIGN UP TO TEST OTTAWACobourg, OntarioNOT TESTED — SIGN UP TO TEST COBOURG

CarLoft's site security turned our check away at the door.

Some AI assistants arrive the same way we did. Any that get turned away too never read your cars, and the leads go to the store they could read. We still put 1 shopper query to 4 AI engines (ChatGPT, Perplexity, Gemini, Claude) — asked blind, because with your inventory unreadable there were no real cars to build questions from — your dealership was cited in 3 of 4 answers. Below is what got through and what didn't.

Fix this →See the evidence ↓

Free to get published. No card, no call.

RECOMMENDED IN 0 OF 4 ANSWERS
D34/100AI visibility

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

70
Site readiness 70/100
AI can read your lot.
19
Presence in AI answers 19/100
It rarely names you.

Scored from the 4 of 6 checks we completed. Checks we couldn't complete never count for or against you.

0 / 4
AI answers that recommend CarLoft
0
Vehicle pages found by the scan

WHAT WE COULD NOT READ

We could not read your pages.

Our request was answered with a bot challenge instead of the page.

AI crawlers making the same request get the same answer, and most do not retry.

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.

The evidence

What the engines actually answered

YOUR CARLETON PLACE RANKING

CarLoft appeared in 21 of 36 Carleton Place buyer answers. #1 of 4 named dealerships.

We asked ChatGPT and Perplexity the questions Carleton Place buyers ask — monthly payments, cash budgets, where to buy — and counted every dealership named, you included, the same way. Across the whole Lanark and Rideau area: 30 of 180 answers.

  1. CarLoftyou11 of 36
  2. Bean Chevrolet Buick GMC Ltd.7 of 36
  3. Carleton Place Ford6 of 36
  4. Turpin Kia4 of 36

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

MONTHLY PAYMENTSGemini

“What's the best used seven-passenger SUV I can get for CAD $800 a month in Carleton Place, Ontario, Canada?”

CarLoft appears alongside Turpin Kia.

“Dealerships in the area, such as CarLoft and Turpin Kia in Carleton Place, often have a selection of pre-owned SUVs, including those from brands like Toyota, Honda, Nissan, Ford, Chevrolet, Hyundai, Kia, and more.”
Source cited: www.carloft.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 Lanark and Rideau 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.

This domain covers 7 locations (Carleton Place, Ontario; Kingston, Ontario; Cornwall, Ontario; and more). Buyers ask for dealerships near them, so these questions were anchored to Carleton Place, and the findings below describe that market only, not the other 6 locations.

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.

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
  • “who is the best used car dealer in Cobourg?”
WHO THE ENGINES RECOMMENDED INSTEAD

Two 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. CarLoft was the recommendation in none of the 4 answers we tested.

Who the engines pickedAnswers
TN
True North Auto BrokersRival dealer
e.g. “who is the best used car dealer in Cobourg?”
3
BS
Bill Spencer Chevrolet LtdRival dealer
e.g. “who is the best used car dealer in Cobourg?”
1
Everyone except you4
CarLoft (you)0
WHERE THE CITATIONS SEND SHOPPERS

32 citations across those 4 answers. 4 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 32 doors actually leads:

4
28
4land on your site0land on aggregators (AutoTrader, CarGurus…)28land 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 Cobourg?”
CHATGPT · REAL ANSWER
Here are some of the best-rated used car dealerships currently operating in Cobourg, Ontario, based on recent reviews and ratings.
Top contenders:
• Bill Spencer Chevrolet Ltd: High reputation with a stellar 4.8 average rating from 415 reviews, making it among the top-rated dealerships in Cobourg. ([publicleads.com](
• Thomas Buick GMC: Also highly ranked with a 4.7 average from 319 reviews, reflecting consistently positive customer experiences. ([publicleads.com](
• Carloft Cobourg: A trusted local option with a 4.7 average rating from 108 reviews—customers often mention great service and staff attentiveness. ([publicleads.com](
• Carstead Motor Trends Limited: Well-regarded with a 4.5 average rating from 77 reviews. Highlighted for transparent pricing, vehicle quality, and personalized service. ([publicleads.com](
• Stewart Auto Hub (True North Auto Brokers): While fewer total reviews, they carry a perfect 5.0 rating (based on 2 reviews), known for dependable customer service and support after purchase. ([publicleads.com](
Worthy mentions:
• Hannah Motors: A long-standing, local family-run dealership praised for quality, reliability, and affordable pricing. (hannahmotors.com).
…
publicleads.comhannahmotors.com ← a competitorreddit.comloc8nearme.com
ENGINE BY ENGINE
ChatGPT
Named you, never linked you · 1 of 1
Gemini
Cited you, never picked you · 1 of 1
Perplexity
Cited you, never picked you · 1 of 1
Claude
Cited you, never picked you · 1 of 1
THE FULL TEST: EVERY QUERY, EVERY ENGINE
INTENT
“who is the best used car dealer in Cobourg?”
ChatGPTNamedGeminiCited, not pickedPerplexityCited, not pickedClaudeCited, not picked
CarLoft was missing from 0 of 4 answers. Every answer you're not in is a shopper sent somewhere else.
THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 2 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 Carleton Place. 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.

The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make CarLoft 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:

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

CarLoft has matching vehicles near Carleton Place, including a 2025 Chevrolet Trax, each on its own page built for AI to read, quote, and route the shopper to you.

2025 Chevrolet Trax
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 CarLoft 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 CarLoft 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 Carleton Place”, “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 class="no-js ie6 oldie" lang="en-US"> <![endif]-->
<!--[if IE 7]>    <html class="no-js ie7 oldie" lang="en-US"> <![endif]-->
<!--[if IE 8]>    <html class="no-js ie8 oldie" lang="en-US"> <![endif]-->
<!--[if gt IE 8]><!--> <html class="no-js" lang="en-US"> <!--<![endif]-->
<head>
<title>Attention Required! | Cloudflare</title>
<meta charset="UTF-8" />
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8" />
<meta http-equiv="X-UA-Compatible" content="IE=Edge" />
<meta name="robots" content="noindex, nofollow" />
<meta name="viewport" content="width=device-width,initial-scale=1" />
<link rel="stylesheet" id="cf_styles-css" href="/cdn-cgi/s
AI READS THIS
STEP BY STEP

3 things standing between your inventory and AI answers

1Page renderingNEEDS WORK

Your bot protection is selective, and this scan can prove it: your pages are in the web search index, so the crawlers that build the indexes AI search answers from are getting through, and a real browser loads your site without ever seeing a challenge, while our plain automated request was refused. Engines that answer from those indexes can still retrieve and cite your pages, so this wall is not making you invisible to AI search. What our refused request does show is that automated readers outside your allowlist are turned away at the door — and which AI fetchers are on that allowlist is a setting in your bot product, not a guarantee. Allowlisting the AI crawlers explicitly (in Cloudflare this is one rule) removes the doubt without weakening protection against real threats, and a VIN Index listing closes the gap from the other side: an inventory surface assistants can always read, with your site's security untouched.

2Agentic capabilityINCONCLUSIVE

We could not check for an agent endpoint or discovery files: your whole site is behind a bot challenge (see the page-rendering finding), so every probe was turned away before it could look.

3llms.txt / sitemap / discoveryINCONCLUSIVE

We could not check this: your whole site is behind a bot challenge (see the page-rendering finding). Once a crawler can reach you, a VDP-listing sitemap and these discovery files still need to exist.

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
B
AI Readiness: B · 70/100
Your site grades B. AI engines cited you in 3 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.

Page rendering

Can AI read your vehicle pages?

Needs work

Your bot protection is selective, and this scan can prove it: your pages are in the web search index, so the crawlers that build the indexes AI search answers from are getting through, and a real browser loads your site without ever seeing a challenge, while our plain automated request was refused. Engines that answer from those indexes can still retrieve and cite your pages, so this wall is not making you invisible to AI search. What our refused request does show is that automated readers outside your allowlist are turned away at the door — and which AI fetchers are on that allowlist is a setting in your bot product, not a guarantee. Allowlisting the AI crawlers explicitly (in Cloudflare this is one rule) removes the doubt without weakening protection against real threats, and a VIN Index listing closes the gap from the other side: an inventory surface assistants can always read, with your site's security untouched.

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.

Your pages in the web search index
Found
Real browser render
Got through, no challenge shown
Automated crawler request
Challenged / blocked
Bytes returned to a no-JS crawler fetch
5,134 chars of HTML
Vehicles readable in that HTML
None

Agentic capability

Can AI do anything with your inventory?

Inconclusive

We could not check for an agent endpoint or discovery files: your whole site is behind a bot challenge (see the page-rendering finding), so every probe was turned away before it could look.

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
Could not check (site challenged)
Get a single vehicle by VIN
Could not check (site challenged)
Real-time availability
Could not check (site challenged)
Financing scenarios
Could not check (site challenged)
Trade-in appraisal
Could not check (site challenged)
Structured lead with attribution
Could not check (site challenged)
Zero-setup discovery files
Could not check (site challenged)
ChatGPT Shopping feed
Could not check (site challenged)
Copilot / UCP feed
Could not check (site challenged)

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Inconclusive

We could not check this: your whole site is behind a bot challenge (see the page-rendering finding). Once a crawler can reach you, a VDP-listing sitemap and these discovery files still need to exist.

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
Could not check (site challenged)
/.well-known/mcp.json
Could not check (site challenged)
/.well-known/agent-card.json
Could not check (site challenged)
/.well-known/ucp
Could not check (site challenged)
<link rel="mcp-server">
Could not check (site challenged)
<link rel="agent-card">
Could not check (site challenged)
Sitemap lists vehicle pages
Could not check

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
7

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

Content quality

Is your vehicle text worth citing?

Passing

Missing asking price, which is a key citation element for vehicle listings

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
82 / 100
Example improvement
Add the asking price prominently near the vehicle title, for example: '2024 Audi Q3 Progressiv 45 TFSI quattro - $28,995' to make the listing fully citation-ready for price comparisons and market context

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