SCANNED OCTOBER 28, 2026 · ALL REPORTS

Liberty Subaru was never the answer to a single question we asked.

We ran 2 real shopper queries across 4 AI engines: ChatGPT, Perplexity, Gemini, Claude. Every question was built from cars on your lot, in the market you serve — you were a correct answer to all of them. You were recommended in 0 of 8 answers.

Fix this →See the evidence ↓

Free to get published. No card, no call.

RECOMMENDED IN 0 OF 8 ANSWERS
F12/100AI visibility

Your score weighs two things — and neither one is working yet.

41
Site readiness 41/100
AI struggles to read your lot.
0
Presence in AI answers 0/100
No recommendation or citation credit recorded.
0 / 8
AI answers that recommend Liberty Subaru
30
Vehicle pages invisible to AI crawlers

WHAT WE COULD NOT READ

We could not read your vehicles.

Your inventory pages did not return vehicle detail we could parse.

Questions a shopper asks about specific cars are the ones we could not put to the engines.

The evidence

What the engines actually answered

YOUR LIBERTYVILLE RANKING

9 Libertyville dealerships were named for local buyers. Liberty Subaru wasn’t one of them.

We asked ChatGPT and Perplexity the questions Libertyville buyers ask — monthly payments, cash budgets, where to buy — and counted every dealership named, you included, the same way. Across the whole Chicago area: 0 of 215 answers.

  1. AutoNation Toyota Libertyville8 of 36
  2. Libertyville Chevrolet, Inc.7 of 36
  3. McGrath Acura of Libertyville5 of 36
  4. Liberty Chrysler Dodge Jeep Ram4 of 36
  5. Napleton Mazda of Libertyville4 of 36
  6. Liberty Subaruyou0 of 36

Name mentions among the local dealerships we track. The headline also counts answers that linked your site.

MONTHLY PAYMENTSPerplexity

“What kind of used car can I get for $400 a month in Libertyville, Illinois, USA?”

McGrath Acura of Libertyville appears. Liberty Subaru does not.

“2010 Honda Fit Sport — listed at $9,212 at McGrath Acura of Libertyville.”
Source cited: www.mcgrathacuralibertyville.com ↗
CASH BUDGETSPerplexity

“What's the best used 7-seat SUV under $30,000 in Libertyville, Illinois, USA?”

AutoNation Toyota Libertyville appears. Liberty Subaru does not.

“A local search result shows used SUVs listed in Libertyville, but the available snippet does not verify a qualifying 7-seat vehicle under $30,000.[4] A Chicago-area listing also shows a Mitsubishi Outlander at AutoNation Toyota Libertyville, though the result does not establish its actual price, mileage, or whether that vehicle remains available.”
Source cited: www.iseecars.com ↗

A dated sample of saved ChatGPT and Perplexity answers (October 13, 2026), not shopper traffic or a position inside an answer. See the full Chicago area findings ↗

WHAT WE ASKED

These are the 2 questions we put to all 4 engines.

Word for word, exactly as a shopper would type them. Every finding below comes from the answers to these, nothing else.

Research questions test documented policies before a dealer visit. Optional inventory questions use your scanned stock.

The questions
  • “Where should I buy a used car in Libertyville, IL?”
    BEFORE THE DEALER VISITA saved buyer or supporting research question; its wording does not establish your inventory, services or search demand
  • “What's a good used SUV under $25,000 in Libertyville, IL?”
    BEFORE THE DEALER VISITA saved buyer or supporting research question; its wording does not establish your inventory, services or search demand
WHO THE ENGINES RECOMMENDED INSTEAD

Three marketplaces and rival dealerships beat you on your own inventory.

All 2 of these questions were about cars sitting on your lot, in Libertyville, the market you serve. You were a correct answer every time, and 8 of 8 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Liberty Subaru was the recommendation in none of the 8 answers we tested.

Who the engines pickedAnswers
CA
Cars.comMarketplace
e.g. “Where should I buy a used car in Libertyville, IL?”
2
AN
AutoNation Toyota LibertyvilleRival dealer
e.g. “Where should I buy a used car in Libertyville, IL?”
1
AU
AutotraderMarketplace
e.g. “What's a good used SUV under $25,000 in Libertyville, IL?”
1
Everyone except you8
Liberty Subaru (you)0

4 further answers went to no single source we could name, so they are not in the bars above.

WHERE THE CITATIONS SEND SHOPPERS

72 citations across those 8 answers. None send the shopper to you.

Every source an AI answer cites is a door the shopper can walk through. Here's where each of those 72 doors actually leads:

36
36
0land on your site36land on aggregators (AutoTrader, CarGurus…)36land somewhere else (competitors, media)
FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS
autotrader.com/cars-for-sale/suv-crossover/libertyville-il?utm_source=open
autotrader.com/cars-for-sale/suv-crossover/libertyville-il?utm_source=open
drivelibertysubaru.com's car
RIVAL
RIVAL
YOUR CAR
RIVAL
RIVAL
RIVAL
RIVAL
RIVAL
Your one car, ringed by competitors on autotrader.com

“Used SUV / Crossovers for Sale Near Me in Libertyville, IL - Autotrader”: the shopper who clicks this citation lands on autotrader.com's results page: every dealer's vehicles in the region, ranked and monetized by autotrader.com, not Liberty Subaru's. The engine did its job; the aggregator took the shopper. (Page above is an illustration; click it to see the real thing.)

THE PART THAT COSTS YOU
Your car is the bait. Their competitors are the catch.

A shopper searched for a vehicle Liberty Subaru has. autotrader.com earned the citation with your car, then wrapped it in a page of every rival dealer's inventory, ranked and monetized by autotrader.com. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for autotrader.com and against you.

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where should I buy a used car in Libertyville, IL?”
CHATGPT · REAL ANSWER
If you’re looking to buy a used car in Libertyville, IL, you have several reputable options clustered along the “Libertyville Mile of Cars”—a stretch of dealerships offering new and pre-owned vehicles with the convenience of walking between locations and exploring multiple brands in one trip ([libertyvillemileofcars.com](
Here are well-regarded dealerships that offer used cars in or near Libertyville:
• Happy Hyundai of Libertyville (901 S Milwaukee Ave) – Offers Hyundai Certified Used Vehicles (CPO), which are backed by a 173-point inspection, warranty coverage, roadside assistance, and CARFAX history ([libertyvillehyundai.com]( It consistently receives positive feedback for straightforward sales and strong service—one reviewer on Reddit noted: “Happy Hyundai of Libertyville, IL is … straight forward, no games and their support was awesome” ([reddit.com](
• Libertyville Chevrolet (1001 S Milwaukee Ave) – A Chevrolet-certified dealership offering both new and used models; well-reviewed with reliable service that customers appreciate ([carfax.com](
• Liberty Auto Plaza (920 S Milwaukee Ave) – Home to Nissan, Volkswagen, Kia, Lincoln pre‑owned programs, depending on the specific part of the plaza ([carfax.com](
• Libertyville Lincoln (941 S Milwaukee Ave) – Offers Lincoln Certified Pre-Owned vehicles, including benefits such as mobile service and pick-up/delivery options for service; long-standing presence since 1973 with high customer satisfaction ([libertyville-lincoln.com](
• AutoNation Toyota Libertyville (1180 S Milwaukee Ave) – Carries Toyota Certified Used Vehicles among its pre-owned offerings ([libertyvillemileofcars.com](
• Napleton Mazda of Libertyville (1120 S Milwaukee Ave) – Offers used vehicles alongside new Mazda inventory ([yellowpages.com](
• Gregory Infiniti (1205 S Milwaukee Ave) – Includes pre-owned Infiniti models ([libertyvillemileofcars.com](
…
libertyvillemileofcars.comlibertyvillehyundai.com ← a competitorreddit.comcarfax.comlibertyville-lincoln.comyellowpages.com
ENGINE BY ENGINE
ChatGPT
Named you, never linked you · 1 of 2
Gemini
Never picked you · 0 of 2
Perplexity
Never picked you · 0 of 2
Claude
Never picked you · 0 of 2
THE FULL TEST: EVERY QUERY, EVERY ENGINE
BEFORE THE DEALER VISIT · A saved buyer or supporting research question; its wording does not establish your inventory, services or search demand
“Where should I buy a used car in Libertyville, IL?”
ChatGPTNamedGeminiAbsentPerplexityAbsentClaudeAbsent
BEFORE THE DEALER VISIT · A saved buyer or supporting research question; its wording does not establish your inventory, services or search demand
“What's a good used SUV under $25,000 in Libertyville, IL?”
ChatGPTAbsentGeminiAbsentPerplexityAbsentClaudeAbsent
Liberty Subaru was missing from 7 of 8 answers. Every answer you're not in is a shopper sent somewhere else.
THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 7 research questions. Your site answers 1.

Shoppers put these questions to AI assistants before they know a year, make or model to search for — and each one is a question about Libertyville. Engines retrieve pages; a site with no page shaped like the question has nothing to be retrieved for. Every question below is earned by cars we read on your own site, and every “answered” links the page of yours that proves it.

  • “best used suv under $15,000 in Libertyville”no page — needs a used-suvs page
  • “best used sedan under $15,000 in Libertyville”no page — needs a used-sedans page
  • “Which used Subaru models hold up best? I'm shopping in Libertyville.”ANSWERED — YOUR PAGE ↗
  • “good used cars under $10,000 in Libertyville”no page — needs an under-$10k page
  • “can I get a car loan with bad credit in Libertyville?”no page — needs a credit/financing answer page
  • “what car can I get for under $400/month in Libertyville?”no page — needs a payment-based browse page
  • “what's my car worth as a trade-in in Libertyville?”no page — needs a trade-in/value page

These 7 are the tip: counted across every category, budget band and payment combination your feed actually covers, your stock qualifies you for 90 distinct research questions — a computed count of pages your inventory could back, not an estimate.

The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make Liberty Subaru the answer, and the click lands on you.

Aggregators win those queries because they publish thousands of structured, machine-readable pages. So do we, for your inventory. Here's the same question the aggregator just took from you, answered by a page you own:

drivelibertysubaru.vinindex.ai/answers
drivelibertysubaru.vinindex.ai/answers
VIN INDEX ANSWER · drivelibertysubaru.vinindex.ai
“Where should I buy a used car in Libertyville, IL?”

Liberty Subaru has matching vehicles near Libertyville, including a 2011 Subaru Outback I Limited, each on its own page built for AI to read, quote, and route the shopper to you.

2011 Subaru Outback I Limited
On your VIN Index page
YOUR LOT
The rest of your matching inventory
Every unit its own citable page
YOUR LOT
Every row is yours

PREVIEW: BUILT FROM YOUR REAL INVENTORY ONCE YOUR FEED IS CONNECTED

THE SYSTEM BEHIND IT

Not a one-time cleanup, but a system that keeps Liberty Subaru in the answers as your inventory, and the questions shoppers ask, keep changing.

TRACKwhat shoppers ask
OPTIMIZEevery VIN
BUILDthe answer pages
DISTRIBUTEfeeds + agent tools
MEASUREwho got cited
…and repeat.
1We track the real questions, and who gets named

You just saw the first turn: we ran 2 live queries on Liberty Subaru across the AI engines and watched whether you were named. Every gap becomes the next page we build: track, build, measure, build more, a loop that compounds your coverage.

CHATGPT · AI MODE · PERPLEXITY · GEMINI
2A page for every question they ask

For every question shoppers actually ask (“best used truck under $40k in Libertyville”, “AWD SUV for winter”, “SUV that seats seven”, “financing with bad credit”), we build the page that answers it, stocked with your matching vehicles, real payment math, and eligibility rules. The generic searches no single listing can answer, answered by a page you own.

A PAGE PER SHOPPER QUESTION
3Every VIN published, not a sample

Your whole feed is rebuilt for AI: a fast page per vehicle that a crawler reads without running a line of JavaScript, carrying the full specs, market position, financing scenarios and an answer-first summary an engine can quote, refreshed within an hour of every inventory change.

EVERY VIN · ~1H FRESH
4We hand AI assistants a direct line to your inventory

Beyond pages, your live inventory is something AI assistants and shopping agents can query directly. When one goes looking for matching cars it checks your stock in real time and routes the shopper straight back to you, current and attributed to you.

A LIVE LINE TO YOUR STOCK
5We publish where shoppers already are

Syndication feeds push your vehicles into the ChatGPT, Microsoft Copilot and Google shopping tools on a rolling refresh, so you show up inside the assistants shoppers already use, not only when they happen to land on your site.

SYNDICATED · CHATGPT · COPILOT · GOOGLE
6Your lead, and the proof it's working

The shopper routes to your page and the lead lands in your inbox or CRM, never brokered, never shared with another dealer. And you get first-party proof: which engines named you, which agents pulled your inventory, which pages earned the visit.

FIRST-PARTY ATTRIBUTION
Fix this →Free to start, no card. You pick your plan at the last step.
Under the hood

Why it happens, and how to check us

WHY THIS HAPPENS

What shoppers see vs. what AI can read

Vehicle page as shoppers see it
SHOPPERS SEE THIS
<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="/_next/static/chunks/2y9l59dq1cplv.css" data-precedence="next"/><link rel="stylesheet" href="/_next/static/chunks/2tbaa-2nfrb92.css" data-precedence="next"/><link rel="stylesheet" href="/_next/static/chunks/200nzm694_g9v.css" data-precedence="next"/><link rel="stylesheet" href="/_next/static/chunks/2zy03y-kl__xj.css" data-precedence="next"/><link rel="stylesheet" href="/_next/static/chunks/0bq-_w3mw29ls.css" data-precedence="next"/><link rel="stylesheet" href="/_next/static/chunks/0l_nx0s8an677.css" data-precedence="next"/><link rel="st
AI READS THIS
STEP BY STEP

4 things standing between your inventory and AI answers

1Structured dataAT RISK

No Vehicle structured data was found in the HTML returned to the crawler. Engines can read prices on screen, but have nothing machine-readable to trust or cite.

2Agentic capabilityAT RISK

An assistant can read some of your data, but most actions a buyer asks for, like financing scenarios or a structured lead, have no machine interface to call.

3Content qualityAT RISK

No mileage data provided for any vehicle, limiting completeness for citation purposes

4Page renderingNEEDS WORK

Your site refuses ChatGPT's search crawler, ChatGPT's live fetcher, Claude's live fetcher, Perplexity's search crawler at the network layer, even though your robots.txt invites them in, so those assistants can't read your pages directly and fall back to third-party listings like AutoTrader. But you still allow Google's search crawler, Bing's search crawler, so engines that read those indexes can find and cite your own pages. The fix is to allowlist the blocked crawlers (almost always a Cloudflare/WAF bot rule) so every assistant reaches you, not just some.

WHAT AN ASSISTANT CAN DO TODAY VS ON VIN INDEX
What an assistant can doYour siteVIN Index
Found
Search your inventory by criteria
Get a single vehicle by VIN
Real-time availability
Convert
Financing scenarios
Trade-in appraisal
Structured lead with attribution
Be discovered
Zero-setup discovery files
ChatGPT Shopping feed—
Copilot / UCP feed—
VIN Index adds every missing capability automatically. A — means the capability is not externally detectable, we could not verify it from outside your site.
DON'T TAKE OUR WORD FOR IT
D
AI Readiness: D · 41/100
Your site grades D. AI engines cited you in 0 of 8 answers.

Paste the prompt into ChatGPT, Claude, or Gemini and it will independently check the findings above against your live site.

For your website person

The six checks behind the grade, with the evidence for each. Hand this to whoever manages your website. Every finding is a provable fact about what an AI crawler received.

Structured data

Can AI trust your vehicle facts?

Failing

No Vehicle structured data was found in the HTML returned to the crawler. Engines can read prices on screen, but have nothing machine-readable to trust or cite.

The fixVIN Index does this

VIN Index states your price, mileage and VIN on every listing in the form engines can trust and quote back.

See the detail

What we checked

Whether your pages carry machine-readable structured data (schema.org Vehicle and Offer) an engine can quote with confidence.

How we tested

We parse a real vehicle detail page for JSON-LD Vehicle/Offer markup, including price and currency.

What it means

Without structured data an engine can read your prose but can’t reliably extract price, mileage, or specs, so it hedges or skips you.

Vehicle (schema.org)
Not found
Offer / price
Not found
AutoDealer / Organization
Found
Valid JSON-LD blocks
4

Agentic capability

Can AI do anything with your inventory?

Failing

An assistant can read some of your data, but most actions a buyer asks for, like financing scenarios or a structured lead, have no machine interface to call.

The fixVIN Index does this

VIN Index gives assistants a direct line to your stock, so one can search your inventory, pull a specific car and start a lead, not just read a page.

See the detail

What we checked

Whether an assistant has a machine interface to act, search your stock, pull a VIN, request financing, or submit a lead.

How we tested

We look for an agent endpoint (MCP / WebMCP) or structured action declarations exposed by your site.

What it means

Without one, an assistant can describe your cars but can’t do anything, so every buyer action dead-ends at a human form.

Search your inventory by criteria
Detected
Get a single vehicle by VIN
None detected
Real-time availability
None detected
Financing scenarios
None detected
Trade-in appraisal
None detected
Structured lead with attribution
None detected
Zero-setup discovery files
Detected
ChatGPT Shopping feed
Not externally detectable
Copilot / UCP feed
Not externally detectable

Content quality

Is your vehicle text worth citing?

Failing

No mileage data provided for any vehicle, limiting completeness for citation purposes

The fixVIN Index does this

VIN Index gives each listing the condition detail and market context an assistant can lift straight into an answer.

See the detail

What we checked

Whether your visible vehicle descriptions are fact-dense and self-contained enough for an engine to quote.

How we tested

We score the visible inventory text for specific, complete, citable detail, real specs and no mid-sentence truncation.

What it means

Thin or truncated descriptions give an engine nothing quotable, so it summarizes a competitor’s listing instead of yours.

Citation-readiness score
8 / 100
Example improvement
Add mileage to each listing: '2011 Subaru Outback 2.5i Limited, 126,400 miles, $8,878' would enable full market context and more confident citations

Page rendering

Can AI read your vehicle pages?

Needs work

Your site refuses ChatGPT's search crawler, ChatGPT's live fetcher, Claude's live fetcher, Perplexity's search crawler at the network layer, even though your robots.txt invites them in, so those assistants can't read your pages directly and fall back to third-party listings like AutoTrader. But you still allow Google's search crawler, Bing's search crawler, so engines that read those indexes can find and cite your own pages. The fix is to allowlist the blocked crawlers (almost always a Cloudflare/WAF bot rule) so every assistant reaches you, not just some.

The fixVIN Index does this

VIN Index republishes every car as a page a crawler reads start to finish, without running a line of JavaScript.

See the detail

What we checked

Whether your vehicles are present in the raw HTML an AI crawler receives, and whether the named AI crawlers are allowed in.

How we tested

We fetch your page with no JavaScript (the way ChatGPT’s and Claude’s crawlers read), count the readable vehicles, and probe whether each engine’s crawler gets through.

What it means

If your cars only appear after JavaScript runs, most AI crawlers see an empty page and have nothing to cite when a buyer asks.

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 fetch
1,291,436 chars of HTML
Vehicles readable in that HTML
Yes
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

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Needs work

Discovery files are present, but your sitemap does not list individual vehicle pages, so AI crawlers cannot reliably find your whole lot, they only see the cars linked on a page they happen to land on. A VDP-listing sitemap is the highest-leverage fix here.

The fixVIN Index does this

VIN Index hands agents a map straight to every vehicle you have, so they find the whole lot rather than whatever they stumble onto.

See the detail

What we checked

Whether you publish the discovery files agents look for, llms.txt, an agent card, and a sitemap that actually lists your vehicle pages.

How we tested

We fetch /llms.txt and agent-discovery files, and walk your sitemap to see whether it enumerates individual VDP URLs.

What it means

These conventions are emerging with no proven citation lift yet, but a sitemap that lists every VDP is how index crawlers find your whole lot.

/llms.txt
Found
/.well-known/mcp.json
Not found
/.well-known/agent-card.json
Not found
/.well-known/ucp
Not found
<link rel="mcp-server">
Not found
<link rel="agent-card">
Not found
Sitemap lists vehicle pages
None found

Robots / crawler access

Is AI even allowed in?

Passing

Your robots.txt allows the AI crawlers that matter. Nothing here is turning assistants away.

See the detail

What we checked

Whether your robots.txt permits the crawlers that feed AI search (and doesn’t quietly wall them out).

How we tested

We read your robots.txt and check the rules that apply to AI and search engine user-agents.

What it means

A disallow here removes you from the indexes AI assistants pull from, no matter how good the rest of your site is.

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

Per-engine crawler probe (each bot’s real user-agent)

Search index crawlers

Build the indexes ChatGPT, Gemini and Copilot answer from. A block here is the serious one: it keeps you out of AI search.

ChatGPTGoogleBingPerplexity

On-demand fetchers

Fetch your page when a shopper asks an assistant to “check this dealer.” A block breaks that.

ChatGPTClaude

Training crawlers

Crawl to train models. Blocking these only opts you out of free training; you stay citeable in search.

ChatGPTClaude

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