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

The problem

Des Moines · saved AI benchmark · Oct 15, 2026

MCCJ Auto Group appeared just 3 times.
Missing from 33 of 36 AI answers.

AI included you in just 3 of 36 saved Des Moines answers. Even Tom's Auto Sales appeared in only 6 of 36 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 MCCJ Auto Group’s plan →From $249/mo
per rooftop · any lot size
36 successful answers0 dealer-site citations1 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.

36 successful answers · Oct 15, 2026
DealershipAnswers naming the dealer
1Tom's Auto Sales
6 / 36
2Dewey Auto Outlet
4 / 36
2Ramsey Subaru
4 / 36
4Byrider Des Moines
3 / 36
4Capital City Motor Company
3 / 36
4MCCJ Auto GroupYour dealership
3 / 36

Dealers can appear together. These are not exclusive market shares. 3 of this set’s 36 answers named MCCJ Auto Group or linked its site; 0 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 MCCJ Auto Group or linked its website. Saved Oct 15, 2026.

Cash budgets

  1. 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
  2. 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
  3. 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
  4. 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
  5. 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 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
  2. 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
  3. 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
  4. 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
  5. 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. Which independent used car dealers should I consider in Des Moines, Iowa, USA?

    1 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini
  2. Where should I buy a used car in Des Moines, Iowa, USA?

    2 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 Des Moines, Iowa, USA. What should I buy?

Read the answer +

With $20,000 cash, target a vehicle priced around $17,000–$18,000 before taxes, title, registration, dealer fees, and an inspection. Local listings show many vehicles under $20,000, including Toyota, Honda, Ford, Chevrolet, Subaru, and Hyundai models.[1][2][3] ## Best default choice 2018–2021 Toyota Corolla or Honda Civic - Best fit if you mainly need inexpensive, dependable transportation. - Prefer a clean-title example with complete maintenance records and roughly 50,000–100,000 miles. - Buy the best-maintained car rather than automatically choosing the newest one. - A Corolla is generally the simpler, lower-risk default; a Civic is a good alternative if you prefer its driving position or interior. ## If you need more space - 2017–2020 Toyota RAV4 or 2017–2020 Honda CR-V: practical compact SUVs, but $20,000 listings may have higher mileage. - 2018–2021 Mazda CX-5: a good option if driving feel and interior quality matter. - 2020 Chevrolet Equinox: local listings include examples around $12,708, but verify maintenance, accident history, and mechanical condition carefully rather than treating the listing price as proof of value.[4] ## What to avoid - Spending the entire $20,000 on the advertised vehicle price. - Salvage, rebuilt, or flood titles. - Any car without an independent pre-purchase inspection. - Luxury brands or older German vehicles if your priority is predictable ownership cost; their future repair costs are not established by the listings and should not be assumed to be low. - AWD unless you genuinely need it—winter tires can be more useful and less expensive than paying extra for an AWD vehicle. ## Buying plan in Des Moines 1. Search local inventory with a maximum vehicle price of about $17,500–$18,000; listings are available through major marketplaces in the Des Moines area.[2][3] 2. Get the vehicle-history report and confirm the title is clean. 3. Have an independent mechanic inspect it before purchase. 4. Check the VIN for open safety recalls. 5. Compare the out-the-door price, not just the advertised price. 6. Keep several thousand dollars available for taxes, registration, insurance, immediate maintenance, and an emergency repair fund. Bottom line: Buy the cleanest, best-documented Toyota Corolla or Honda Civic you can find for about $17,000–$18,000 before fees. Choose a RAV4, CR-V, or CX-5 instead if you need an SUV, but do not buy a specific listing without its VIN, title history, inspection, and out-the-door price.

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: mccjautogroup.comSaved scan: 74 vehicle-page URLs found
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 · Oct 20, 2026.

CORE

You request → we draft → you approve.

PRO

We find opportunities → publish as authorized.

Choose MCCJ Auto Group’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
MCCJ Auto Group

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.

MCCJ Auto Group · 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 $10,000 in Des Moines”

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 MCCJ Auto Group 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 MCCJ Auto Group’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 MCCJ Auto Group’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 53/100+
Page rendering

Can AI read your vehicle pages?

  • Bytes returned to a no-JS crawler fetch67,919 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 / OrganizationFound
  • Valid JSON-LD blocks1
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 pages74 VDP URLs
Content quality

Is your vehicle text worth citing?

  • Citation-readiness score3 / 100
  • Example improvementExpand listings to include: full mileage (e.g., '87,445 miles'), complete trim names and drivetrains, transmission type, fuel economy, key features (leather, sunroof, navigation), condition grade (excellent/good/fair), and partial VIN for verification. Example: '2019 Nissan Rogue S FWD, 54,230 miles, automatic, excellent condition, backup camera, Bluetooth, $12,625' instead of just '2019 Nissan Rogue S $12,625.00'.

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.