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SCANNED AUGUST 5, 2026 · ALL REPORTS

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

We ran 1 real shopper query across 4 AI engines: ChatGPT, Perplexity, Gemini, Claude. You were recommended in 0 of 3 answers. Your site scans 81/100, so whatever is keeping you out of these answers, it is not your website.

Fix this →See the evidence ↓

Free to get published. No card, no call.

12 Scarborough dealerships were named for local buyers. Scarboro Mazda wasn’t one of them.

We asked ChatGPT and Perplexity the questions Scarborough buyers ask — monthly payments, cash budgets, where to buy — and counted every dealership named, you included, the same way. Across the whole Toronto area: 0 of 144 answers.

D2 Auto Sales5 of 24
Heritage Ford3 of 24
Velocity Automotive3 of 24
Executive Motors2 of 24
Roadsport Honda2 of 24
Scarboro Mazdayou0 of 24

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

MONTHLY PAYMENTSPerplexity

“I need a used AWD vehicle for winter in Scarborough, Ontario, Canada. What can I get for CAD $600 a month?”

Roadsport Honda appears. Scarboro Mazda does not.

“Honda CR-V AWD: Roadsport Honda in Scarborough lists used 2019 CR-V LX AWD for $25,990, plus other AWD CR-Vs including 2021 and 2022 models.”

Source cited: www.roadsport.com ↗

CASH BUDGETSPerplexity

“I have CAD $20,000 cash to spend on a used car in Scarborough, Ontario, Canada. What should I buy?”

Heritage Ford appears. Scarboro Mazda does not.

“In the local market, there are clearly used cars under $20,000 in Scarborough at dealers such as Roadsport, Heritage Ford, and other Scarborough/Toronto-area sellers, so you have enough budget to shop for a cleaner, more mainstream example rather than stretching to the cheapest possible car.”

Source cited: www.heritageford.ca ↗

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 ↗

021 question across 4 engines, asked without inventoryThe questions

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.

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.

The questions

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

!CarGurus took 1 answer of 3Who won

WHO THE ENGINES RECOMMENDED INSTEAD

Two marketplaces 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. Scarboro Mazda was the recommendation in none of the 3 answers we tested.

Who the engines pickedAnswersShare of 3

CarGurusMarketplace

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

KBBMarketplace

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

Everyone except you3

Scarboro Mazda (you)0

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

!16 of 44 citations went to aggregatorsWhere clicks go

WHERE THE CITATIONS SEND SHOPPERS

44 citations across those 3 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 44 doors actually leads:

0land on your site16land on aggregators (AutoTrader, CarGurus…)28land somewhere else (competitors, media)

FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS

cargurus.com/Cars/s-Used-Toyota-Corolla-Under-20000-d295_spt379

scarboromazda.ca's car

RIVAL

YOUR CAR

RIVAL

Your one car, ringed by competitors on cargurus.com

“cargurus.com”: the shopper who clicks this citation lands on cargurus.com's results page: every dealer's vehicles in the region, ranked and monetized by cargurus.com, not Scarboro Mazda'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 Mazda has. cargurus.com earned the citation with your car, then wrapped it in a page of every rival dealer's inventory, ranked and monetized by cargurus.com. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for cargurus.com and against you.

!3 answers, none naming Scarboro MazdaThe test

THE TEST EVERY SHOPPER RUNS NOW

We asked Perplexity what buyers ask every day

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

PERPLEXITY · REAL ANSWER

You can realistically get a new compact sedan or hatchback under $400/month with a normal loan structure, and the strongest fits are usually the Nissan Versa, Kia Soul, Kia Forte, Nissan Sentra, Toyota Corolla, Honda Civic, and Hyundai Elantra.[1][6] If you’re open to lease deals, you can also find some compact SUVs and EVs under $400/month, such as the Chevrolet Equinox EV, Nissan Leaf, Mazda CX-30, Subaru Outback, and Kia Sportage Plug-In Hybrid.[5]

The most budget-friendly finance examples in the results are the 2025 Nissan Versa at about $272/month, the 2024 Kia Forte at about $305/month, the 2024 Kia Soul at about $348/month, the 2024 Nissan Sentra at about $364/month, and the 2024 Toyota Corolla at about $391/month, all assuming a sizeable down payment and typical loan terms.[1][6] A separate roundup says that around $400/month generally puts you in the range of \$18,500–\$23,500 with about $3,000 down on a 60-month loan, which is why compact sedans and base-trim subcompact crossovers dominate the list.[4]

If you want the best value choices, I’d point you to these specific models:

• Toyota Corolla — best all-around reliability and low running costs.[4][6]

• Honda Civic — strong resale value and a more refined drive.[3][4]

• Hyundai Elantra — often one of the cheapest new-car payments.[3][6]

• Kia Forte or Kia Soul — usually among the easiest to keep under budget.[1][6]

• Nissan Sentra or Nissan Versa — lowest payment-focused options.[1][6]

If you want, I can narrow this to new vs. used, SUV vs. sedan, or lease vs. finance and give you a short list that fits your down payment and credit situation.

aol.com · answer pagecarsdirect.com · answer pagefinance.yahoo.com · answer pagecarsaver.com · answer pagebimmer-mag.com · answer pageyoutube.com

ENGINE BY ENGINE

ChatGPT

No answer recorded

Gemini

Never picked you · 0 of 1

Perplexity

Never picked you · 0 of 1

Claude

Never picked you · 0 of 1

THE FULL TEST: EVERY QUERY, EVERY ENGINE

INTENT

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

ChatGPTNo answerGeminiAbsentPerplexityAbsentClaudeAbsent

Not one of the 3 answers cited Scarboro Mazda. We ran 1 shopper query across 4 AI engines to get them.

!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 Scarborough. 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 Mazda models hold up best? I'm shopping in Scarborough.”ANSWERED — YOUR PAGE ↗
“can I get a car loan with bad credit in Scarborough?”ANSWERED — YOUR PAGE ↗
“what car can I get for under $400/month?”no page — needs a payment-based browse page

These 3 are the tip: counted across every category, budget band and payment combination your feed actually covers, your stock qualifies you for 11 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 Mazda 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:

scarboromazda.vinindex.ai/answers

VIN INDEX ANSWER · scarboromazda.vinindex.ai

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

Scarboro Mazda has matching vehicles near Scarborough, including a 2008 Toyota Sienna, each on its own page built for AI to read, quote, and route the shopper to you.

2008 Toyota Sienna

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 Mazda 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 Scarboro Mazda 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 Scarborough”, “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="en">
    <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" >
        
        
        
        <meta name="description" content="We carry quality cars and SUVs in our pre-owned vehicles inventory. Book a test drive today or contact us for prices and more information in Scarborough.">
        
















    
    
    
<meta name="google-site-verification" content="tiq7HqJ04mOStFNjvnVWcj0uqbYv3PKC_mzrlbtZqRQ" />
    
<meta name="viewport" content="width=device-width, initial-scale=1.0">
        <meta property="og:type" conte

AI READS THIS

!2 of 6 checks need workSite checks

STEP BY STEP

2 things standing between your inventory and AI answers

1Agentic capabilityAT RISK

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.

2llms.txt / sitemap / discoveryNEEDS WORK

Your sitemap lists 123 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: B · 81/100

Your site grades B. AI engines cited you in 0 of 3 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

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: None 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: 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?

Needs work

Your sitemap lists 123 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: 123 VDP URLs

Page rendering

Can AI read your vehicle pages?

Passing

A no-JavaScript crawler received 292,904 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: 292,904 chars of HTML
Vehicles readable in that HTML: Yes

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.

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

Content quality

Is your vehicle text worth citing?

Passing

Limited descriptive narrative - listings rely heavily on bullet-point specs and rebate callouts rather than cohesive vehicle stories or condition details that would support sustained quotes

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: For the 2016 Mazda CX-5 GS, expand beyond "AWD| LEATHER| MOONROOF| 1 OWNER" to include trim-level context, maintenance history summary, or condition observations (e.g., 'Single-owner vehicle with 185k km, full service records, and excellent leather condition') that makes the listing independently quotable for an AI assistant

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.

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