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SCANNED AUGUST 5, 2026 · ALL REPORTS

Scarboro Subaru was never the answer to a single question we asked.

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. You were recommended in 0 of 9 answers.

Free to get published. No card, no call.

RECOMMENDED IN 0 OF 9 ANSWERS
F20/100AI visibility

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

68
Site readiness 68/100
AI can mostly read your lot.
0
Presence in AI answers 0/100
No recommendation or citation credit recorded.
0 / 9
AI answers that recommend Scarboro Subaru
0
Vehicle pages found by the scan

WHAT WE COULD NOT READ

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 TORONTO AREA RANKING

49 Toronto area dealerships were named for local buyers. Scarboro Subaru wasn’t one of them.

We asked ChatGPT and Perplexity the questions Toronto area buyers ask — monthly payments, cash budgets, where to buy — and counted every dealership named, you included, the same way.

  1. AutoPark Brampton10 of 144
  2. Autorama9 of 144
  3. D2 Auto Sales5 of 144
  4. Signature Cars4 of 144
  5. Good Fellow3 of 144
  6. Scarboro Subaruyou0 of 144

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

MONTHLY PAYMENTSPerplexity

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

Autorama, AutoPark Brampton and TDOT CARS appear. Scarboro Subaru does not.

“Dealers serving Brampton: Clutch lists used cars in Brampton with $0 down biweekly options, and several dealers such as Autorama, AutoPark Brampton, TDOT CARS, and Planet Motors show Brampton-focused inventory.”
Source cited: www.autorama.ca ↗
CASH BUDGETSPerplexity

“I need a used AWD vehicle for winter in Toronto, Ontario, Canada. What's a good option under CAD $25,000?”

Good Fellow appears. Scarboro Subaru does not.

“Ford Escape AWD — Good Fellow’s Auto says used Ford Escape models can fall within the under-$25,000 range in Toronto.”
Source cited: www.goodfellowsauto.com ↗

A dated sample of saved ChatGPT and Perplexity answers (September 29, 2026), not shopper traffic or a position inside an answer. See the full Toronto 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 the market you serve. These are questions you should be showing up for.

The questions
  • “Where can I buy a used 2024 Subaru Crosstrek in Ontario, Canada?”
    A CAR ON YOUR LOTthis exact vehicle is in your inventory
  • “used Subaru under $35,000 in Ontario, Canada”
    YOUR OWN CATEGORY2 of your vehicles match this question
  • “what car can I get for under $400/month?”
    BUYER RESEARCH2 of your vehicles match this question
WHO THE ENGINES RECOMMENDED INSTEAD

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

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

Being linked at the bottom of an answer is not the same as being the answer. Scarboro Subaru was the recommendation in none of the 9 answers we tested.

Who the engines pickedAnswers
CL
ClutchMarketplace
e.g. “used Subaru under $35,000 in Ontario, Canada”
2
AT
AutoTrader CanadaMarketplace
e.g. “Where can I buy a used 2024 Subaru Crosstrek in Ontario, Canada?”
1
AT
AutoTrader.caMarketplace
e.g. “Where can I buy a used 2024 Subaru Crosstrek in Ontario, Canada?”
1
CG
CarGurusMarketplace
e.g. “what car can I get for under $400/month?”
1
CG
CarGurus.caMarketplace
e.g. “Where can I buy a used 2024 Subaru Crosstrek in Ontario, Canada?”
1
ED
EdmundsMarketplace
e.g. “what car can I get for under $400/month?”
1
SO
Subaru of North BayRival dealer
e.g. “used Subaru under $35,000 in Ontario, Canada”
1
Everyone except you9
Scarboro Subaru (you)0

1 further answer went to no single source we could name, so it is not in the bars above.

WHERE THE CITATIONS SEND SHOPPERS

127 citations across those 9 answers. None 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 127 doors actually leads:

47
80
0land on your site47land on aggregators (AutoTrader, CarGurus…)80land somewhere else (competitors, media)
FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS
cargurus.ca/Cars/l-Used-2024-Subaru-Crosstrek-c32842
cargurus.ca/Cars/l-Used-2024-Subaru-Crosstrek-c32842
scarborosubaru.ca's car
RIVAL
RIVAL
YOUR CAR
RIVAL
RIVAL
RIVAL
RIVAL
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 Scarboro Subaru'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 Scarboro Subaru 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 Perplexity what buyers ask every day

“Where can I buy a used 2024 Subaru Crosstrek in Ontario, Canada?”
PERPLEXITY · REAL ANSWER
Yes — there are several places in Ontario, Canada where you can look for a used 2024 Subaru Crosstrek, including dealership inventory pages and marketplace listings.
A few concrete options I’d send you to:
• Budds Family — Ontario inventory page for a used 2024 Subaru Crosstrek, showing this model in Ontario.[1]
• Richmond Hill Subaru — multiple 2024 Crosstrek trims listed in Richmond Hill, ON, including Onyx and Convenience variants.[10]
• Whitby Subaru — used 2024 Crosstrek listings in Whitby, including Limited, Touring, and Onyx trims.[11]
• Subaru of Mississauga — used 2024 Crosstrek inventory in Mississauga with current prices and stock details.[12]
• Clutch — used 2024 Crosstrek listings in Toronto, ON.[7]
• AutoTrader Canada — broad Canada-wide inventory with 610 Subaru Crosstrek 2024 listings, which you can filter to Ontario.[6]
If you want the shortest path to a buyable listing, the strongest Ontario dealership matches from the results are Richmond Hill Subaru, Whitby Subaru, and Subaru of Mississauga because they explicitly show 2024 Crosstrek stock in Ontario locations.[10][11][12]
…
inventory.buddsfamily.com · listing pagecargurus.ca · listing pageclutch.ca · listing pagecarfax.com · listing pageautotrader.ca · listing pageedmunds.com
ENGINE BY ENGINE
ChatGPT
No answer recorded
Gemini
Never picked you · 0 of 3
Perplexity
Never picked you · 0 of 3
Claude
Never picked you · 0 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 2024 Subaru Crosstrek in Ontario, Canada?”
ChatGPTNo answerGeminiAbsentPerplexityAbsentClaudeAbsent
YOUR OWN CATEGORY · 2 of your vehicles match this question
“used Subaru under $35,000 in Ontario, Canada”
ChatGPTNo answerGeminiAbsentPerplexityAbsentClaudeAbsent
BUYER RESEARCH · 2 of your vehicles match this question
“what car can I get for under $400/month?”
ChatGPTNo answerGeminiAbsentPerplexityAbsentClaudeAbsent
Not one of the 9 answers cited Scarboro Subaru. We ran 3 shopper queries across 4 AI engines to get them.
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. 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 10 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 Scarboro Subaru 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:

scarborosubaru.vinindex.ai/answers
scarborosubaru.vinindex.ai/answers
VIN INDEX ANSWER · scarborosubaru.vinindex.ai
“Where can I buy a used 2024 Subaru Crosstrek in Ontario, Canada?”

Scarboro Subaru has matching vehicles in your market, including a 2026 Subaru Outback Base, each on its own page built for AI to read, quote, and route the shopper to you.

2026 Subaru Outback Base
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 Scarboro Subaru 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 Scarboro Subaru 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 ”, “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>
<html lang="en-CA">
<head>
<meta charset="UTF-8">
<title>Used Vehicles for Sale in Scarborough, ON</title>
<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"><script>(window.NREUM||(NREUM={})).init={privacy:{cookies_enabled:true},ajax:{deny_list:["bam.nr-data.net"]},feature_flags:["soft_nav"],distributed_tracing:{enabled:true}};(window.NREUM||(NREUM={})).loader_config={agentID:"1103207403",accountID:"2501190",trustKey:"638481",xpid:"VgMHUFdaCBAJXFRRBwMGVVw=",licenseKey:"NRBR-b469192270e76fd10ee",applicationID:"985302138",browserID:"1103207403"};;/*! For license information please see nr-loader-spa-1.319.0.min.js.LICENSE.txt */
(()=>{var e={8122(e,t,r){"use strict";
AI READS THIS
STEP BY STEP

4 things standing between your inventory and AI answers

1Content qualityAT RISK

Vehicle descriptions lack detail beyond specs, no color, interior condition, features, service history, or accident information provided; text is truncated for the last listing

2Page renderingNEEDS WORK

Your site refuses OAI-SearchBot, bingbot, PerplexityBot at the network layer, even though your robots.txt invites them in, so engines that depend on those crawlers (ChatGPT through Bing, and Perplexity) can't read your pages directly and fall back to third-party listings like AutoTrader. But you still allow Googlebot, so engines that read those indexes (Google's AI Overviews and Gemini, and Claude through Brave) can find and cite your own pages. The fix is to allowlist the blocked crawler user-agents (almost always a Cloudflare/WAF bot rule) so every engine reaches you, not just some.

3Agentic capabilityNEEDS WORK

An assistant can read some of your data, but most actions a buyer asks for, like financing scenarios or a structured lead, have no machine interface to call.

4llms.txt / sitemap / discoveryNEEDS WORK

Discovery files are present, but your sitemap does not list individual vehicle pages, so AI crawlers cannot reliably find your whole lot, they only see the cars linked on a page they happen to land on. A VDP-listing sitemap is the highest-leverage fix here.

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 missing capability 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 · 68/100
Your site grades C. AI engines cited you in 0 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.

Content quality

Is your vehicle text worth citing?

Failing

Vehicle descriptions lack detail beyond specs, no color, interior condition, features, service history, or accident information provided; text is truncated for the last listing

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
Add complete descriptions like: '2025 Subaru Forester Limited, AWD, Pearl White exterior, charcoal interior, heated seats, power sunroof, recently serviced, no accidents, clean title' to make listings more citation-ready

Page rendering

Can AI read your vehicle pages?

Needs work

Your site refuses OAI-SearchBot, bingbot, PerplexityBot at the network layer, even though your robots.txt invites them in, so engines that depend on those crawlers (ChatGPT through Bing, and Perplexity) can't read your pages directly and fall back to third-party listings like AutoTrader. But you still allow Googlebot, so engines that read those indexes (Google's AI Overviews and Gemini, and Claude through Brave) can find and cite your own pages. The fix is to allowlist the blocked crawler user-agents (almost always a Cloudflare/WAF bot rule) so every engine 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.

PerplexityBot request
Refused at the network layer
bingbot request
Refused at the network layer
OAI-SearchBot request
Refused at the network layer
Bytes returned to a no-JS crawler fetch
746,893 chars of HTML
Vehicles readable in that HTML
Yes

Agentic capability

Can AI do anything with your inventory?

Needs work

An assistant can read some of your data, but most actions a buyer asks for, like financing scenarios or a structured lead, have no machine interface to call.

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
Detected
Get a single vehicle by VIN
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
Detected
ChatGPT Shopping feed
Not externally detectable
Copilot / UCP feed
Not externally detectable

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Needs work

Discovery files are present, but your sitemap does not list individual vehicle pages, so AI crawlers cannot reliably find your whole lot, they only see the cars linked on a page they happen to land on. A VDP-listing sitemap is the highest-leverage fix here.

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
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

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
6

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.

GPTBot
Allowed
OAI-SearchBot
Allowed
ChatGPT-User
Allowed
ClaudeBot
Allowed
Claude-SearchBot
Allowed
PerplexityBot
Allowed
Google-Extended
Allowed
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.