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D2 Auto Sales · your saved report Real saved evidence. Proposed deliverables.
VIN IndexSee D2 Auto Sales’s plan ↗

The problem

Scarborough · saved AI benchmark · Sep 28, 2026

D2 Auto Sales appeared just 6 times.
Missing from 18 of 24 AI answers.

AI included you in just 6 of 24 saved Scarborough answers.

What VIN Index does for youWe turn your inventory and dealership expertise into sources AI can read and cite.
Enriched vehicle pagesBuyer answersDealer guides & FAQs

Published alongside your current website. Enquiries go directly to your CRM.

See D2 Auto Sales’s plan →From $249/mo
per rooftop · any lot size
24 successful answers6 dealer-site citations4 detected answer-page gapsWebsite scan Sep 26, 2026
BUYER DISCOVERY

Listings are one route.
A question is another.

AutoTrader · Cars.com · dealer websites
Buyer asks AI

“What’s a good AWD family car
within my monthly budget?”

Your dealership’s sourcesThis is where VIN Index helps.

Illustrative route. Buyers still use marketplaces. AI decides what to cite.

Saved AI leaderboard

Your place in
the saved answers.

Every dealership below is counted against the same saved answers. This measures name frequency—not recommendation position or sales.

24 successful answers · Sep 28, 2026
DealershipAnswers naming the dealer
2Heritage Ford
3 / 24
2Velocity Automotive
3 / 24
4Executive Motors
2 / 24
4Roadsport Honda
2 / 24
4Super Economy Auto Sales
2 / 24
1D2 Auto SalesYour dealership
5 / 24

Dealers can appear together. These are not exclusive market shares. 6 of this set’s 24 answers named D2 Auto Sales or linked its site; 6 linked an owned site.

See all 12 saved questions

These are the questions behind the leaderboard, grouped by buyer intent. Counts show answers that named D2 Auto Sales or linked its website. Saved Sep 28, 2026.

Cash budgets

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

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  2. What's the best used seven-passenger SUV under CAD $30,000 in Scarborough, Ontario, Canada?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  3. What used SUV should I buy for under CAD $25,000 in Scarborough, Ontario, Canada?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  4. I need a used AWD vehicle for winter in Scarborough, Ontario, Canada. What's a good option under CAD $25,000?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  5. I'm paying cash for a used commuter car in Scarborough, Ontario, Canada. What can I get for CAD $15,000?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity

Monthly payments

  1. What's the best used seven-passenger SUV I can get for CAD $800 a month in Scarborough, Ontario, Canada?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  2. What's a good used car for commuting in Scarborough, Ontario, Canada for under CAD $400 a month?

    0 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  3. What kind of used car can I get for CAD $400 a month in Scarborough, Ontario, Canada?

    1 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  4. What used SUV can I get for around CAD $500 a month in Scarborough, Ontario, Canada?

    1 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  5. I need a used AWD vehicle for winter in Scarborough, Ontario, Canada. What can I get for CAD $600 a month?

    1 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity

Dealer discovery

  1. Which independent used car dealerships should I consider in Scarborough, Ontario, Canada?

    1 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
  2. Where should I buy a used car in Scarborough, Ontario, Canada?

    2 of 2 successful answers named your dealership or linked its siteChatGPT · Perplexity
Perplexity · saved answer

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

Read the answer +

With CAD $20,000 cash, the safest all-around buy in Scarborough is usually a reliable compact sedan or small SUV from a mainstream brand, not a luxury model or very old high-kilometre car. 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.[1][3][17] If you want the best default recommendation, I would focus on a Honda Civic or a Toyota Corolla first, then a Mazda3 or Hyundai Elantra if the service history is strong. CarGurus shows used Honda Civic listings under $20,000 in Scarborough, and CarGurus’ Canada cheap-used-car guide points to older mainstream crossovers like the 2012 Hyundai Santa Fe as examples of lower-priced inventory in the market.[6][4] A practical shortlist for your budget: - Honda Civic — Best if you want the strongest mix of fuel economy, low running costs, and easy resale. - Toyota Corolla — Best if you want maximum simplicity and long-term durability. - Mazda3 — Best if you want a car that feels nicer to drive than many rivals. - Hyundai Elantra — Best value if you find one with good maintenance records. - Honda HR-V — Good if you want a small SUV and can find a well-priced one; Honda’s Canadian used inventory shows an HR-V LX listed at $17,500 in Whitby, which is close enough to be relevant to the Scarborough market.[5] What I would *not* prioritize at this budget: - Luxury brands unless you are specifically comfortable with higher repair and maintenance risk. - Very high-kilometre older vehicles just because they are cheap; Scarborough inventory includes examples at extremely high mileage, but those are usually better for bargain hunting than for dependable ownership.[4][8][10] A simple buying rule for your situation: - Choose a car with full service records. - Prefer one owner or a well-documented history. - Prefer no accident history or only minor documented damage. - Prefer lower mileage over fancy trim. - Keep some cash aside for tax, licensing, and immediate maintenance instead of spending the full $20,000 on the sticker price. If you want the single best answer without more preferences, buy a Honda Civic or Toyota Corolla with the cleanest history you can find under $20,000 in Scarborough/Toronto.[6][1][3] If you tell me your priority—lowest repair risk, cheapest fuel, small SUV, winter driving, or best value—I can narrow this to 3 exact model years and trims to target.

A dated provider/API sample we collected. What a shopper sees in the app can differ.

What we do for you

We build and publish vehicle pages, buying answers and dealership guides for you.

THE INPUT

Your existing inventory.

VINs · photos · price · availability

Your website: d2auto.caWebsite provider observed: Carpages Dealer Websites
VIN Index
VIN INDEX CONTENT ENGINEEnrich your stock. Write the answers. Publish.

Study buyer questions and cited sources. Build grounded answers.

YOUR NAME on every pageYOUR WEBSITE stays in placeYOUR CUSTOMERS go to your team

Proposed page formats, not live pages or a promised AI answer. Content uses your connected feed and dealer-confirmed facts. Starting points: saved website scan · Sep 26, 2026.

CORE

You request → we draft → you approve.

PRO

We find opportunities → publish as authorized.

Choose D2 Auto Sales’s content plan ↗

How we fix it

Connect your feed. We build the sources. Enquiries reach your team.

1Connect your feedPlus confirmed dealership facts2We build your sourcesEnrich · publish · keep stock current3Your team gets enquiriesDirectly into your dealership’s CRM
01 / BUYER ASKS

“Which vehicle fits
what I need?”

AI can look for relevant sources.
02 / YOUR SOURCE
D2 Auto Sales

Useful dealer content
with a direct enquiry path.

AI may reference your page.
03 / YOUR CUSTOMER

Your CRM. Your team.

Vehicle enquiries delivered
directly to your dealership.

No per-lead charges.

Illustrative journey, not measured traffic. AI engines choose what to cite.

What keeps the pages accurate? +

Publish readable
vehicle sources.

We validate feed facts, enrich with supported detail and publish useful answers. Feed changes keep stock facts current. AI engines decide what to cite; you track measured results.

What to expect

Become readable. Become relevant. Earn more opportunities for discovery.

D2 Auto Sales · the opportunity ahead

Build a stronger presence
in AI answers.

Illustrative progression
Results vary

When buyers ask AI what to buy and where to buy it, your dealership needs to be part of the answer. We build the sources that give it that opportunity.

MONTH 1

Give AI something worth citing

Your vehicles become detailed, readable sources that explain who they suit—not just price, mileage and a photo.

MONTH 3

Compete for more buyer questions

Answer the budget, financing and vehicle questions your buyers ask. Give your dealership more opportunities to enter their shortlist.

A starting point from your scan

“best used suv in Scarborough”

MONTH 6

Strengthen your presence

See where you’re getting named and where competitors still appear. Improve the content that can help close those gaps.

MONTH 12

See what the channel delivers

Review your visibility trend and confirmed AI referrals and enquiries. Your content keeps working beyond individual vehicle listings.

Core You request content; review drafts before publication.Pro We discover opportunities; publish as you authorize.

Illustrative progression; results vary. Timing starts after feed connection and confirmed facts. Content pace depends on your plan and approvals; AI engines choose what to cite.

Make the next move

Give D2 Auto Sales a stronger
place to be discovered.

Flat per rooftop. Any lot size. No per-lead charges.

24-month introductory rate lock · checkout by December 31, 2026
Core (introductory rate)Start here

Build the sources.

Enriched inventory + buying answers. You review before publication.

$249/ month

Billed monthly · per rooftop · taxes extra

Set up D2 Auto Sales’s AI presence ↗

Dealership setup first. Confirm your plan before payment.

  • ✓Always-on vehicle enrichment
  • ✓Grounded answer drafts on request
  • ✓Review before publication; factual maintenance
  • ✓Up to 6 visibility queries, checked weekly
  • ✓Direct CRM enquiry delivery

Rate locked 24 months while continuously subscribed, then standard Core pricing. Current monthly reference: $499/mo.

Pro (introductory rate)Automate the channel

Keep finding the openings.

Core + automated opportunities and publication you authorize.

$499/ month

Billed monthly · per rooftop · taxes extra

Set up D2 Auto Sales’s AI presence ↗

Dealership setup first. Confirm your plan before payment.

  • ✓Everything in Core
  • ✓Automated content opportunity discovery
  • ✓Automatic publication with your authorization
  • ✓Up to 20 visibility queries, checked weekly
  • ✓Custom domain + multi-rooftop management

Rate locked 24 months while continuously subscribed, then standard Pro pricing. Current monthly reference: $699/mo.

Free

$0 / month

Inventory visibility only. Helps AI assistants find and read your vehicles.

No buying-answer pages, ongoing visibility tracking or content automation. AI-Ready Score badge required.
Start free
Your current website staysConnected stock stays currentYour dealership gets the enquiries

Before you get started

Common questions, answered.

+

Are you replacing our website?

No. VIN Index publishes a dealer-branded inventory and answer presence alongside your existing site and provider.

What do you need from us?

Your confirmed dealership facts and an authorized inventory feed. Feed connection comes before live vehicle publication.

Where do the customers go?

Vehicle enquiries go directly to your dealership’s CRM on paid plans. VIN Index charges no per-lead fees.

Will this guarantee AI mentions?

No. We improve the accuracy, usefulness and readability of your sources, and track measured results. AI engines choose their answers.

Work outside VIN Index

Your agent can handle
the work on other sites.

VIN Index handles your inventory and content. Your personal agent can help with the work on other sites—profile corrections, editorial outreach and new listings.

Dots character
DotsOpenAI
Grokbot character
GrokbotxAI
Muse character
MuseMeta
Hermes character
HermesNous Research

Choose a task below, copy the brief, and paste it into your agent. You review any updates or outreach before it acts.

01

Correct contact details

Check addresses and phone numbers against your confirmed facts. Prepare corrections for any verified conflicts.

Conflicts require verification
03

Find relevant listings

Check existing profiles and eligible sites. Prepare missing dealership listings using your confirmed details.

Listing opportunities require verification
Saved website scan · Sep 26, 2026

The technical proof, when you want it.

A 100/100+
Page rendering

Can AI read your vehicle pages?

  • Bytes returned to a no-JS crawler fetch2,400 chars of HTML
  • Vehicles readable in that HTMLYes
Structured data

Can AI trust your vehicle facts?

  • Vehicle (schema.org)Could not check (site challenged)
  • Offer / priceCould not check (site challenged)
  • AutoDealer / OrganizationCould not check (site challenged)
  • Valid JSON-LD blocksCould not check (site challenged)
Agentic capability

Can AI do anything with your inventory?

  • Search your inventory by criteriaCould not check (site challenged)
  • Get a single vehicle by VINCould not check (site challenged)
  • Real-time availabilityCould not check (site challenged)
  • Financing scenariosCould not check (site challenged)
  • Trade-in appraisalCould not check (site challenged)
  • Structured lead with attributionCould not check (site challenged)
  • Zero-setup discovery filesCould not check (site challenged)
  • ChatGPT Shopping feedCould not check (site challenged)
  • Copilot / UCP feedCould not check (site challenged)
Robots / crawler access

Is AI even allowed in?

  • 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
llms.txt / sitemap / discovery

Can AI discover you the modern way?

  • /llms.txtCould not check (site challenged)
  • /.well-known/mcp.jsonCould not check (site challenged)
  • /.well-known/agent-card.jsonCould not check (site challenged)
  • /.well-known/ucpCould 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 pagesCould not check
Content quality

Is your vehicle text worth citing?

  • Readable inventory textCould not check (site challenged)

0 of 0 crawler HTTP checks returned access. Robots permissions and HTTP access are separate checks; technical findings do not establish the cause of an AI omission.