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Autodrive, Inc. · your saved report Real saved evidence. Proposed deliverables.
VIN IndexSee Autodrive, Inc.’s plan ↗

The problem

Des Moines area · saved AI benchmark · Oct 15, 2026

Autodrive, Inc. appeared just 6 times.
Missing from 209 of 215 AI answers.

AI included you in just 6 of 215 saved Des Moines area answers. Even Gregg Young Ford of Newton appeared in only 13 of 215 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 Autodrive, Inc.’s plan →From $249/mo
per rooftop · any lot size
215 successful answers4 dealer-site citations2 detected answer-page gapsWebsite scan Oct 20, 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.

215 successful answers · Oct 15, 2026
DealershipAnswers naming the dealer
1Gregg Young Ford of Newton
13 / 215
2Fort Dodge Ford
10 / 215
2Lauterbach Buick-GMC
10 / 215
4Kemna Chevrolet of Fort Dodge
9 / 215
5Mark's Auto Mart
8 / 215
—Autodrive, Inc.Your dealership
0 / 215

Dealers can appear together. These are not exclusive market shares. 6 of this set’s 215 answers named Autodrive, Inc. or linked its site; 4 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 Autodrive, Inc. or linked its website. Saved Oct 15, 2026.

Cash budgets

  1. I have $20,000 cash for a used car in Ames, Iowa, USA. What should I buy?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  2. What's the best used 7-seat SUV under $30,000 in Ames, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  3. Which used SUV should I buy for under $25,000 in Ames, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  4. What's a good used pickup truck under $30,000 in Ames, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  5. I'm paying cash for a used commuter car in Ames, Iowa, USA. What can I get for $15,000?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  6. I have $20,000 cash for a used car in Urbandale, Iowa, USA. What should I buy?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  7. What's the best used 7-seat SUV under $30,000 in Urbandale, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  8. Which used SUV should I buy for under $25,000 in Urbandale, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  9. What's a good used pickup truck under $30,000 in Urbandale, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  10. I'm paying cash for a used commuter car in Urbandale, Iowa, USA. What can I get for $15,000?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  11. I have $20,000 cash for a used car in Newton, Iowa, USA. What should I buy?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  12. What's the best used 7-seat SUV under $30,000 in Newton, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  13. Which used SUV should I buy for under $25,000 in Newton, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  14. What's a good used pickup truck under $30,000 in Newton, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  15. I'm paying cash for a used commuter car in Newton, Iowa, USA. What can I get for $15,000?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  16. I have $20,000 cash for a used car in Ankeny, Iowa, USA. What should I buy?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  17. What's the best used 7-seat SUV under $30,000 in Ankeny, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  18. Which used SUV should I buy for under $25,000 in Ankeny, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  19. What's a good used pickup truck under $30,000 in Ankeny, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its sitePerplexity · ChatGPT · Gemini

  20. I'm paying cash for a used commuter car in Ankeny, Iowa, USA. What can I get for $15,000?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  21. I have $20,000 cash for a used car in Fort Dodge, Iowa, USA. What should I buy?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  22. What's the best used 7-seat SUV under $30,000 in Fort Dodge, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  23. Which used SUV should I buy for under $25,000 in Fort Dodge, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  24. What's a good used pickup truck under $30,000 in Fort Dodge, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  25. I'm paying cash for a used commuter car in Fort Dodge, Iowa, USA. What can I get for $15,000?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  26. I have $20,000 cash for a used car in Des Moines, Iowa, USA. What should I buy?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  27. What's the best used 7-seat SUV under $30,000 in Des Moines, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  28. Which used SUV should I buy for under $25,000 in Des Moines, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  29. What's a good used pickup truck under $30,000 in Des Moines, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  30. I'm paying cash for a used commuter car in Des Moines, Iowa, USA. What can I get for $15,000?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

Monthly payments

  1. What's a good used commuter car in Ames, Iowa, USA for under $400 a month?

    0 of 3 successful answers named your dealership or linked its siteGemini · ChatGPT · Perplexity

  2. What kind of used car can I get for $400 a month in Urbandale, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  3. What's the best used 7-seat SUV I can get for $800 a month in Urbandale, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  4. What used SUV can I get for about $500 a month in Urbandale, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  5. What used pickup truck can I get for $600 a month in Urbandale, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  6. What's a good used commuter car in Urbandale, Iowa, USA for under $400 a month?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  7. What kind of used car can I get for $400 a month in Newton, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  8. What's the best used 7-seat SUV I can get for $800 a month in Newton, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  9. What used SUV can I get for about $500 a month in Newton, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  10. What used pickup truck can I get for $600 a month in Newton, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  11. What's a good used commuter car in Newton, Iowa, USA for under $400 a month?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  12. What kind of used car can I get for $400 a month in Ankeny, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  13. What's the best used 7-seat SUV I can get for $800 a month in Ankeny, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  14. What used SUV can I get for about $500 a month in Ankeny, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  15. What used pickup truck can I get for $600 a month in Ankeny, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  16. What's a good used commuter car in Ankeny, Iowa, USA for under $400 a month?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  17. What kind of used car can I get for $400 a month in Fort Dodge, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  18. What's the best used 7-seat SUV I can get for $800 a month in Fort Dodge, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  19. What used SUV can I get for about $500 a month in Fort Dodge, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  20. What used pickup truck can I get for $600 a month in Fort Dodge, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  21. What's a good used commuter car in Fort Dodge, Iowa, USA for under $400 a month?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  22. What's the best used 7-seat SUV I can get for $800 a month in Des Moines, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its sitePerplexity · Gemini · ChatGPT

  23. What used SUV can I get for about $500 a month in Des Moines, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  24. What used pickup truck can I get for $600 a month in Des Moines, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  25. What's a good used commuter car in Des Moines, Iowa, USA for under $400 a month?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  26. What kind of used car can I get for $400 a month in Ames, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  27. What's the best used 7-seat SUV I can get for $800 a month in Ames, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  28. What used SUV can I get for about $500 a month in Ames, Iowa, USA?

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

  29. What used pickup truck can I get for $600 a month in Ames, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  30. What kind of used car can I get for $400 a month in Des Moines, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

Dealer discovery

  1. Where should I buy a used car in Ames, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  2. Which independent used car dealers should I consider in Ames, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  3. Where should I buy a used car in Urbandale, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  4. Which independent used car dealers should I consider in Urbandale, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  5. Where should I buy a used car in Newton, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  6. Which independent used car dealers should I consider in Newton, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  7. Where should I buy a used car in Ankeny, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  8. Which independent used car dealers should I consider in Ankeny, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  9. Where should I buy a used car in Des Moines, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  10. Which independent used car dealers should I consider in Des Moines, Iowa, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  11. Where should I buy a used car in Fort Dodge, Iowa, USA?

    3 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini

  12. Which independent used car dealers should I consider in Fort Dodge, Iowa, USA?

    3 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini
Perplexity · saved answer

I have $20,000 cash for a used car in Ames, Iowa, USA. What should I buy?

Read the answer +

With $20,000 cash in Ames, the best default choice is a well-inspected 2018–2021 Toyota Corolla, Honda Civic, Mazda3, Toyota Camry, or Honda CR‑V—depending on whether you prioritize low running costs, driving feel, or space. For Iowa winters, AWD is useful but not essential if the car has good winter/all-season tires and strong maintenance history. ## Best choices - Toyota Corolla or Honda Civic — Best for low-cost, dependable transportation. Local guidance identifies these models as cost-effective options in the Ames market, with plentiful parts and service expertise.[2] - Mazda3 — A good choice if you want a more enjoyable compact car without moving to an SUV. - Toyota Camry — Better rear-seat and highway comfort than a Corolla, while generally remaining affordable to maintain. - Honda CR‑V or Toyota RAV4 — Strong choices if you need cargo space or prefer a higher seating position. Ames-specific guidance lists used CR‑Vs and RAV4s among realistic AWD options under this budget, sometimes with under 80,000 miles.[1] - Mazda CX‑5 — Worth considering as an alternative compact SUV, especially if driving feel matters. ## How to spend the $20,000 Do not spend the entire amount on the advertised vehicle price. Reserve money for Iowa sales tax, registration, insurance, an inspection, and immediate maintenance. Iowa vehicle purchases are subject to a 5% sales tax, and buyers generally have 30 days to register the vehicle.[2] A sensible target is: - $17,000–$18,500 vehicle price - Remaining cash for tax, registration, inspection, tires, brakes, or unexpected repairs ## What to require before buying 1. Get the VIN and review a Carfax or AutoCheck for title problems, accidents, odometer consistency, ownership history, and service records.[2] 2. Pay for an independent pre-purchase inspection; a clean history report alone is not enough.[3] 3. Inspect the underbody for serious rust around frame rails, subframes, suspension mounts, and control arms—particularly relevant for an Iowa vehicle.[1][3] 4. Test the heat, defroster, air conditioning, brakes, transmission, and highway handling.[1][2] 5. Check all four tires for tread, age, and uneven wear; replacing tires can materially reduce the value of a seemingly good deal.[1][3] 6. Prefer a cold-start test, since it can reveal battery, rough-idle, hesitation, or exhaust problems hidden after warming up.[3] Bottom line: Start by looking for a Toyota Corolla, Honda Civic, or Mazda3 if you mainly need inexpensive transportation. Choose a Honda CR‑V, Toyota RAV4, or Mazda CX‑5 if you need an SUV, but accept that a comparable AWD vehicle may have more miles or cost more. Buy the individual car with the best inspection and documented maintenance—not simply the newest model or lowest mileage.

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

amescars.com ↗amescars.com ↗amescars.com ↗cargurus.com ↗cargurus.com ↗cars.com ↗

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: autodriveinc.comSaved scan: 30 vehicles readable in the sampled pages
VIN Index
VIN INDEX CONTENT ENGINEEnrich your stock. Write the answers. Publish.

Study buyer questions and cited sources. Build grounded answers.

Autodrive, Inc. · 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.

Autodrive, Inc. · proposed
BUYING ANSWER

good used cars under $25,000

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

what car can I get for under $600/month?

Explore matching stock ↗
02

Inventory-backed answers

Pages for budgets, payments and buyer needs.

Autodrive, Inc. · proposed
DEALERSHIP GUIDE
Autodrive, Inc.Iowa

Explain why buyers should choose you.

Buying process✓
Trade-ins and financing✓
Location and contact facts✓
Contact Autodrive, Inc. ↗
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 · Oct 20, 2026.

CORE

You request → we draft → you approve.

PRO

We find opportunities → publish as authorized.

Choose Autodrive, Inc.’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
Autodrive, Inc.

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.

Autodrive, Inc. · 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

“good used cars under $25,000”

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 Autodrive, Inc. 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 Autodrive, Inc.’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 Autodrive, Inc.’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
02

Contact cited listicles

Ask your agent to find relevant editorial guides, check eligibility and draft an inclusion enquiry.

Publisher research needed
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 · Oct 20, 2026

The technical proof, when you want it.

C 51/100+
Page rendering

Can AI read your vehicle pages?

  • Bytes returned to a no-JS crawler fetch113,203 chars of HTML
  • Vehicles readable in that HTMLYes
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?

  • 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.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 pagesNone found
Content quality

Is your vehicle text worth citing?

  • Citation-readiness score7 / 100
  • Example improvementThe 2020 Ford F-250 listing is strong with specific trim (Limited), customization details (Lift Kit. 37), complete VIN, mileage, engine (6.7L V8), and price. However, most other listings could benefit from 1-2 sentences describing condition, recent service, special features, or market appeal to increase citation readiness for AI assistants.

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.