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motorsquad.ca · your saved report Real saved evidence. Proposed deliverables.
VIN IndexSee motorsquad.ca’s plan ↗

The problem

Toronto area · saved AI benchmark · Sep 28, 2026

AI named other dealers.
motorsquad.ca was missing.

In 144 saved Toronto area answers, AI did not name motorsquad.ca or link its website. Even AutoPark Brampton appeared in only 10 of 144 answers. There’s an opening to get ahead. Build the sources AI can cite now.

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 motorsquad.ca’s plan →From $249/mo
per rooftop · any lot size
144 successful answers0 dealer-site citations4 detected answer-page gapsWebsite scan Aug 5, 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

Who AI named.
Where you stand.

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

144 successful answers · Sep 28, 2026
DealershipAnswers naming the dealer
1AutoPark Brampton
10 / 144
2Autorama
9 / 144
3D2 Auto Sales
5 / 144
4Signature Cars
4 / 144
5Good Fellow
3 / 144
—motorsquad.caYour dealership
0 / 144

Dealers can appear together. These are not exclusive market shares. 0 of this set’s 144 answers named motorsquad.ca or linked its site; 0 linked an owned site.

See all 72 saved questions

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

Cash budgets

  1. I have CAD $20,000 cash to spend on a used car in Toronto, 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 Toronto, 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 Toronto, 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 Toronto, 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 Toronto, Ontario, Canada. What can I get for CAD $15,000?

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

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

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

  7. What's the best used seven-passenger SUV under CAD $30,000 in Mississauga, Ontario, Canada?

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

  8. What used SUV should I buy for under CAD $25,000 in Mississauga, Ontario, Canada?

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

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

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

  10. I'm paying cash for a used commuter car in Mississauga, Ontario, Canada. What can I get for CAD $15,000?

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

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

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

  12. What's the best used seven-passenger SUV under CAD $30,000 in Brampton, Ontario, Canada?

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

  13. What used SUV should I buy for under CAD $25,000 in Brampton, Ontario, Canada?

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

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

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

  15. I'm paying cash for a used commuter car in Brampton, Ontario, Canada. What can I get for CAD $15,000?

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

  16. 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

  17. 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

  18. 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

  19. 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

  20. 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

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

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

  22. What's the best used seven-passenger SUV under CAD $30,000 in Markham, Ontario, Canada?

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

  23. What used SUV should I buy for under CAD $25,000 in Markham, Ontario, Canada?

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

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

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

  25. I'm paying cash for a used commuter car in Markham, Ontario, Canada. What can I get for CAD $15,000?

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

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

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

  27. What's the best used seven-passenger SUV under CAD $30,000 in Vaughan, Ontario, Canada?

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

  28. What used SUV should I buy for under CAD $25,000 in Vaughan, Ontario, Canada?

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

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

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

  30. I'm paying cash for a used commuter car in Vaughan, 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 kind of used car can I get for CAD $400 a month in Toronto, Ontario, Canada?

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

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

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

  3. What used SUV can I get for around CAD $500 a month in Toronto, 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 Toronto, Ontario, Canada. What can I get for CAD $600 a month?

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

  5. What's a good used car for commuting in Toronto, Ontario, Canada for under CAD $400 a month?

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

  6. What kind of used car can I get for CAD $400 a month in Mississauga, Ontario, Canada?

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

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

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

  8. What used SUV can I get for around CAD $500 a month in Mississauga, Ontario, Canada?

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

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

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

  10. What's a good used car for commuting in Mississauga, Ontario, Canada for under CAD $400 a month?

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

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

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

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

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

  13. What used SUV can I get for around CAD $500 a month in Brampton, Ontario, Canada?

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

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

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

  15. What's a good used car for commuting in Brampton, Ontario, Canada for under CAD $400 a month?

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

  16. What kind of used car can I get for CAD $400 a month in Scarborough, Ontario, Canada?

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

  17. 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

  18. What used SUV can I get for around CAD $500 a month in Scarborough, Ontario, Canada?

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

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

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

  20. 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

  21. What kind of used car can I get for CAD $400 a month in Markham, Ontario, Canada?

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

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

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

  23. What used SUV can I get for around CAD $500 a month in Markham, Ontario, Canada?

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

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

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

  25. What's a good used car for commuting in Markham, Ontario, Canada for under CAD $400 a month?

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

  26. What kind of used car can I get for CAD $400 a month in Vaughan, Ontario, Canada?

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

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

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

  28. What used SUV can I get for around CAD $500 a month in Vaughan, Ontario, Canada?

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

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

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

  30. What's a good used car for commuting in Vaughan, Ontario, Canada for under CAD $400 a month?

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

Dealer discovery

  1. Where should I buy a used car in Toronto, Ontario, Canada?

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

  2. Which independent used car dealerships should I consider in Toronto, Ontario, Canada?

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

  3. Where should I buy a used car in Mississauga, Ontario, Canada?

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

  4. Which independent used car dealerships should I consider in Mississauga, Ontario, Canada?

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

  5. Where should I buy a used car in Brampton, Ontario, Canada?

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

  6. Which independent used car dealerships should I consider in Brampton, Ontario, Canada?

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

  7. Where should I buy a used car in Scarborough, Ontario, Canada?

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

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

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

  9. Where should I buy a used car in Markham, Ontario, Canada?

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

  10. Which independent used car dealerships should I consider in Markham, Ontario, Canada?

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

  11. Where should I buy a used car in Vaughan, Ontario, Canada?

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

  12. Which independent used car dealerships should I consider in Vaughan, Ontario, Canada?

    0 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 Toronto, Ontario, Canada. What should I buy?

Read the answer +

If you want the safest default answer for CAD $20,000 in Toronto, I’d focus on a Toyota Corolla, Honda Civic, or Toyota RAV4 / Honda CR-V if you need an SUV, because Toronto-area used-car listings and reliability roundups consistently highlight these as common, practical options under $20,000.[1][3][7][9][16][17] A sensible way to spend the budget is: - Best all-around sedan: Toyota Corolla or Honda Civic for low running costs and easy city use.[3][16] - Best compact SUV: Toyota RAV4 or Honda CR-V if you want more cargo space and higher seating position.[7][17] - Best value if you want newer features: a Hyundai Elantra or Volkswagen Jetta can get you a newer model year for the money, and both show up in Toronto sub-$20k inventory.[3][4][12][16] What I would buy with your budget: - Choose a Corolla or Civic if you want the most conservative, low-drama ownership choice.[3][16] - Choose a CR-V or RAV4 if you need SUV practicality and are okay spending your full budget on a higher-mileage example.[7][17] - Choose an Elantra or Jetta if you prioritize model year and features over the most established resale/reliability reputation.[3][4][12][16] A few Toronto-specific points: - There is clearly active inventory in Toronto-area markets under $20,000, including Clutch, CarGurus, Kijiji, Autorama, and multiple dealer sites.[1][8][10][11][12] - Some listings show higher mileage vehicles at this price point, such as a 2020 Hyundai Elantra with 82,398 km on Kijiji, so condition and service history matter a lot.[12] - Dealer inventory pages in Toronto also show options like a 2019 Hyundai Tucson at $18,990 plus tax & lic, which suggests SUVs are possible in-budget, but usually with tradeoffs in age, mileage, or trim.[11] If you want the single best answer: buy a well-maintained Toyota Corolla or Honda Civic with a clean history and no accident record.[3][16] If you need an SUV, buy a Honda CR-V or Toyota RAV4, but only if the inspection and maintenance history are strong.[7][17] If you want, I can narrow this down to the best 5 specific used cars to target in Toronto under $20,000, split by sedan, SUV, and winter driving.

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

clutch.ca ↗roadsport.com ↗dag.cars ↗goodfellowsauto.com ↗clutch.ca ↗cuv.honda.ca ↗

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: motorsquad.caSaved scan: 26 vehicle-page URLs foundWebsite provider observed: Hillz
VIN Index
VIN INDEX CONTENT ENGINEEnrich your stock. Write the answers. Publish.

Study buyer questions and cited sources. Build grounded answers.

motorsquad.ca · proposed
VEHICLE PAGE

Your vehicles, explained for buyers and AI.

SpecificationsFeed + validated dataBuyer fitSupported contextAvailabilityConnected feed
VEHICLE Q&A

What should a buyer know about this vehicle?

Ask your dealership ↗
01

Enriched vehicle pages

Facts, buyer-fit context and grounded Q&A.

motorsquad.ca · proposed
BUYING ANSWER

best used suv under $10,000

No matching page detected in the saved scan.

01
A useful answer

Grounded in confirmed facts and relevant connected inventory.

02
Sourced facts + current stock

A dated answer with links to your matching vehicles.

Another detected gap

best used sedan under $20,000

Explore matching stock ↗
02

Inventory-backed answers

Pages for budgets, payments and buyer needs.

motorsquad.ca · proposed
DEALERSHIP GUIDE
motorsquad.caOntario

Explain why buyers should choose you.

Buying process✓
Trade-ins and financing✓
Location and contact facts✓
Contact motorsquad.ca ↗
03

Dealer guides & FAQs

Your process and facts, clearly understood.

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 · Aug 5, 2026.

CORE

You request → we draft → you approve.

PRO

We find opportunities → publish as authorized.

Choose motorsquad.ca’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
motorsquad.ca

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.

motorsquad.ca · the opportunity ahead

From missing in AI answers
to a stronger presence.

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 under $10,000”

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 motorsquad.ca 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 motorsquad.ca’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 motorsquad.ca’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 · Aug 5, 2026

The technical proof, when you want it.

D 41/100+
Page rendering

Can AI read your vehicle pages?

  • Bytes returned to a no-JS crawler fetch557,526 chars of HTML
  • Vehicles readable in that HTMLNone
  • Individual vehicle pageStatic HTML
Structured data

Can AI trust your vehicle facts?

  • Vehicle (schema.org)Not found
  • Offer / priceNot found
  • AutoDealer / OrganizationNot found
  • Valid JSON-LD blocks0
Agentic capability

Can AI do anything with your inventory?

  • Search your inventory by criteriaNone detected
  • Get a single vehicle by VINNone detected
  • Real-time availabilityNone detected
  • Financing scenariosNone detected
  • Trade-in appraisalNone detected
  • Structured lead with attributionNone detected
  • Zero-setup discovery filesNone detected
  • ChatGPT Shopping feedNot externally detectable
  • Copilot / UCP feedNot externally detectable
Robots / crawler access

Is AI even allowed in?

  • GPTBotAllowed
  • OAI-SearchBotAllowed
  • ChatGPT-UserAllowed
  • ClaudeBotAllowed
  • Claude-SearchBotAllowed
  • PerplexityBotAllowed
  • Google-ExtendedAllowed
  • GooglebotAllowed
llms.txt / sitemap / discovery

Can AI discover you the modern way?

  • /llms.txtNot found
  • /.well-known/mcp.jsonNot found
  • /.well-known/agent-card.jsonNot found
  • /.well-known/ucpNot found
  • <link rel="mcp-server">Not found
  • <link rel="agent-card">Not found
  • Sitemap lists vehicle pages26 VDP URLs
Content quality

Is your vehicle text worth citing?

  • Citation-readiness score8 / 100
  • Example improvementFor the 2021 Volkswagen Jetta, add: 'Clean title, well-maintained sedan with recent brake service. One previous owner, no accidents. Excellent fuel economy and reliability. Recent full detailing.' This provides citation-ready substance beyond the spec sheet.

8 of 8 crawler HTTP checks returned access. Robots permissions and HTTP access are separate checks; technical findings do not establish the cause of an AI omission.