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Fred Beans Kia of Langhorne · your saved report Real saved evidence. Proposed deliverables.
VIN IndexSee Fred Beans Kia of Langhorne’s plan ↗

The problem

Langhorne · saved AI benchmark · Oct 12, 2026

Fred Beans Kia of Langhorne appeared just 5 times.
Missing from 30 of 35 AI answers.

AI included you in just 5 of 35 saved Langhorne 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 Fred Beans Kia of Langhorne’s plan →From $249/mo
per rooftop · any lot size
35 successful answers4 dealer-site citations2 detected answer-page gapsWebsite scan Oct 12, 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.

35 successful answers · Oct 12, 2026
DealershipAnswers naming the dealer
1Fred Beans Hyundai of Langhorne
3 / 35
1Team Toyota of Langhorne
3 / 35
4Piazza Volkswagen of Langhorne
1 / 35
4Reedman Toll Auto World
1 / 35
1Fred Beans Kia of LanghorneYour dealership
3 / 35

Dealers can appear together. These are not exclusive market shares. 5 of this set’s 35 answers named Fred Beans Kia of Langhorne or linked its site; 4 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 Fred Beans Kia of Langhorne or linked its website. Saved Oct 12, 2026.

Cash budgets

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

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini
  2. Which used SUV should I buy for under $25,000 in Langhorne, Pennsylvania, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini
  3. What's a good used pickup truck under $30,000 in Langhorne, Pennsylvania, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini
  4. What's the best used 7-seat SUV under $30,000 in Langhorne, Pennsylvania, USA?

    1 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini
  5. I'm paying cash for a used commuter car in Langhorne, Pennsylvania, USA. What can I get for $15,000?

    1 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 Langhorne, Pennsylvania, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini
  2. What used SUV can I get for about $500 a month in Langhorne, Pennsylvania, 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 Langhorne, Pennsylvania, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini
  4. What's a good used commuter car in Langhorne, Pennsylvania, 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 Langhorne, Pennsylvania, USA?

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

Dealer discovery

  1. Which independent used car dealers should I consider in Langhorne, Pennsylvania, USA?

    0 of 3 successful answers named your dealership or linked its siteChatGPT · Perplexity · Gemini
  2. Where should I buy a used car in Langhorne, Pennsylvania, 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 Langhorne, Pennsylvania, USA. What should I buy?

Read the answer +

With $20,000 cash, target a used car priced around $17,000–$18,000 before taxes and fees so you have room for Pennsylvania sales tax, registration, dealer fees, insurance, and an initial repair reserve. ## Best overall choice 2018–2021 Toyota Camry or Corolla - Camry: Best if you want more space, comfort, and highway ability. - Corolla: Best if low purchase and fuel costs matter most. - Prefer a clean title, documented maintenance, and roughly 60,000–100,000 miles. - Buy a gasoline model unless a hybrid passes a battery and system inspection. ## Other strong choices - 2017–2021 Honda Civic: Efficient, practical, and widely available. - 2016–2020 Mazda3: Good choice if you value handling and interior quality. - 2017–2020 Toyota RAV4: Consider it if you need cargo space or all-wheel drive; local examples can exceed the budget. CarMax Langhorne currently lists a 2017 RAV4 XLE with 81,000 miles at $20,998—already above your cash budget before taxes and fees.[1] - 2018–2021 Honda CR-V: Practical, but comparable examples may cost more than a sedan. Local listings show substantial inventory: Cars.com reports 718 used vehicles near Langhorne, with listings starting at $8,390, though that figure does not identify condition or value.[2] A local 2021 Kia Telluride listing is $20,998 with 106,769 miles, illustrating that larger SUVs may consume the entire budget while carrying substantial mileage.[3] ## What to buy The safest default purchase would be: > A 2018–2021 Toyota Camry LE or Corolla LE, with a clean title, no major accident history, complete service records, and an independent pre-purchase inspection. Before paying: - Get the vehicle history report, but do not treat it as a substitute for inspection. - Have an independent mechanic inspect the engine, transmission, suspension, brakes, tires, rust, and signs of flood or collision damage. - Check the VIN for open safety recalls. - Compare the out-the-door price, not just the advertised price. - Keep at least $2,000–$3,000 unspent for immediate maintenance and unexpected repairs. The search results document current local listings and prices, but they do not establish that any particular vehicle is reliable, fairly priced, or still available; those points require inspecting the specific car and obtaining its complete records.

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: fredbeanskialanghorne.comSaved scan: 3,075 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 12, 2026.

CORE

You request → we draft → you approve.

PRO

We find opportunities → publish as authorized.

Choose Fred Beans Kia of Langhorne’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
Fred Beans Kia of Langhorne

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.

Fred Beans Kia of Langhorne · 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 in Langhorne”

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 Fred Beans Kia of Langhorne 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 Fred Beans Kia of Langhorne’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 Fred Beans Kia of Langhorne’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 12, 2026

The technical proof, when you want it.

D 41/100+
Page rendering

Can AI read your vehicle pages?

  • Perplexity's search crawler (PerplexityBot)Refused at the network layer
  • Claude's live fetcher (Claude-User)Refused at the network layer
  • ChatGPT's live fetcher (ChatGPT-User)Refused at the network layer
  • ChatGPT's search crawler (OAI-SearchBot)Refused at the network layer
  • Bytes returned to a no-JS crawler fetch369,754 chars of HTML
  • Vehicles readable in that HTMLYes
  • Google's search crawler (Googlebot)Probe refused — inconclusive: this crawler is verified by IP, and refusing look-alikes is standard anti-spoofing
  • Bing's search crawler (bingbot)Probe refused — inconclusive: this crawler is verified by IP, and refusing look-alikes is standard anti-spoofing
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 criteriaDetected
  • 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 filesDetected
  • 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.txtFound
  • /.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 pages3075 VDP URLs
Content quality

Is your vehicle text worth citing?

  • Citation-readiness score8 / 100
  • Example improvementAdd VIN to each listing (e.g., '2023 LEXUS ES 350 F Sport, VIN: JTHP5C26X32A012345, 24,907 miles, $40,989') to make each vehicle independently verifiable and citable in AI contexts

0 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.