SCANNED SEPTEMBER 10, 2026 · ALL REPORTS

Mountain West Auto Group 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 6 answers, and cited in 2 — always below the dealer or marketplace that won.

Fix this →See the evidence ↓

Free to get published. No card, no call.

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 North Logan, UT?”
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 North Logan, UT?”
BEFORE THE DEALER VISITA saved buyer or supporting research question; its wording does not establish your inventory, services or search demand

!CarGurus took 1 answer of 6Who won

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 North Logan, the market you serve. You were a correct answer every time, and 6 of 6 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Mountain West Auto Group was the recommendation in none of the 6 answers we tested.

Who the engines pickedAnswersShare of 6

CarGurusMarketplace

e.g. “What's a good used SUV under $25,000 in North Logan, UT?”

Carsforsale.comMarketplace

e.g. “What's a good used SUV under $25,000 in North Logan, UT?”

Rich's Cars'n CreditRival dealer

e.g. “What's a good used SUV under $25,000 in North Logan, UT?”

Everyone except you6

Mountain West Auto Group (you)0

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

!7 of 40 citations went to aggregatorsWhere clicks go

WHERE THE CITATIONS SEND SHOPPERS

40 citations across those 6 answers. 4 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 40 doors actually leads:

4land on your site7land on aggregators (AutoTrader, CarGurus…)29land somewhere else (competitors, media)

FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS

autotrader.com/cars-for-sale/by-owner/logan-ut?page=4&searchRadius=100

Your one car, ringed by competitors on autotrader.com

“autotrader.com”: 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 Mountain West Auto Group'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 Mountain West Auto Group 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.

04Mountain West Auto Group named in 2 of 6 answersThe test

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where should I buy a used car in North Logan, UT?”

CHATGPT · REAL ANSWER

If you're looking to buy a used car in or around North Logan, UT, here are several reputable local dealerships—some within North Logan itself and others a short drive away in nearby Logan—where you can begin your search:

Dealerships located directly in North Logan:

• Valley Motors (2490 N Main St, North Logan) – Operating for over 36 years, a seasoned local option for pre-owned vehicles ([yellowpages.com](

• Mountain West Motor (2828 N Main St, North Logan) – Describes itself as a trusted hub offering a curated inventory of used vehicles ([yellowpages.com](

• Green Steel Auto LLC (55 E 2000 N, North Logan) – Specializes in branded-title Toyota, Honda, and Subaru vehicles. They handle reconditioning in-house, include detailed inspections, new batteries, tire tread, emissions testing, and ADAS calibration where needed ([greensteelauto.com](

• Rich’s Cars’n Credit (2570 N Main St, North Logan) – Offers a range of pre-owned vehicles (including recent-year models like 2026 Subaru Crosstrek, 2024 Nissan Frontier) and provides financing assistance even for buyers with limited or poor credit ([richscarsncredit.com](

• Heritage Chrysler Dodge Jeep Ram of Logan (2900 North Main St, North Logan) – A major franchised dealer offering certified pre-owned options, along with financing, parts, and service support ([heritagecdjr.com](

Nearby dealerships in Logan with strong reputations:

• Auto Image Auto Sales – Logan – This dealership has earned a top transparency rating (A, 100/100) based on CarEdge data, thanks to fair doc fees (around $349), minimal markups, and honest pricing practices ([caredge.com](

…

yellowpages.comgreensteelauto.com ← a competitorrichscarsncredit.comheritagecdjr.comcaredge.comcarfax.com

ENGINE BY ENGINE

ChatGPT

Never picked you · 0 of 2

Gemini

Cited you, never picked you · 1 of 2

Perplexity

No answer recorded

Claude

Cited you, never picked you · 1 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 North Logan, UT?”

ChatGPTAbsentGeminiCited, not pickedPerplexityNo answerClaudeCited, not picked

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 North Logan, UT?”

ChatGPTAbsentGeminiAbsentPerplexityNo answerClaudeAbsent

Mountain West Auto Group was missing from 4 of 6 answers. Every answer you're not in is a shopper sent somewhere else.

!Answer pages for 4 of 7 questions your stock earnsMissing answers

THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 7 research questions. Your site answers 4.

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 North Logan. 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 truck in North Logan”ANSWERED — YOUR PAGE ↗
“best used suv in North Logan”no page — needs a used-suvs page
“Which used Ram models hold up best? I'm shopping in North Logan.”ANSWERED — YOUR PAGE ↗
“good used cars under $25,000 in North Logan”no page — needs an under-$25k page
“can I get a car loan with bad credit in North Logan?”ANSWERED — YOUR PAGE ↗
“what car can I get for under $1,000/month in North Logan?”ANSWERED — YOUR PAGE ↗
“what's my car worth as a trade-in in North Logan?”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 47 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 Mountain West Auto Group 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:

mwmotor.vinindex.ai/answers

VIN INDEX ANSWER · mwmotor.vinindex.ai

“Where should I buy a used car in North Logan, UT?”

Mountain West Auto Group has matching vehicles near North Logan, including a 2025 Lincoln Navigator, each on its own page built for AI to read, quote, and route the shopper to you.

2025 Lincoln Navigator

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 Mountain West Auto Group 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 Mountain West Auto Group 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 North Logan”, “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

06The HTML an AI crawler actually receives from youWhat AI sees

WHY THIS HAPPENS

What shoppers see vs. what AI can read

SHOPPERS SEE THIS

<!DOCTYPE html>
<html lang="en-US">

<head>
        <meta charset="UTF-8">
    <meta name="referrer" content="no-referrer-when-downgrade"/>
    <meta http-equiv="Content-Language" content="en">
<script>
(function () {
    'use strict';

    var GOVERN = true;
    var REAP   = true;

    // The partial can now be emitted for the listener reaper alone - in that
    // case leave MutationObserver untouched.
    if (!GOVERN && !REAP) {
        return;
    }

    var Native = window.MutationObserver;

    if (!Native) {
        return;
    }

    /**
     * Per-origin policy. Origins absent from this map are never touched.
     *
     *   coalesce  - collapse a burst of callbacks into one per ani

AI READS THIS

!5 of 6 checks need workSite checks

STEP BY STEP

4 things standing between your inventory and AI answers

1Page renderingAT RISK

A no-JS crawler fetch of your inventory page returned 446,113 characters of HTML with zero vehicles readable in it. The major AI crawlers read the same server HTML.

2Structured 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.

3Agentic 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.

4Content qualityAT RISK

No actual vehicle listing content visible - only navigation menus, filter categories, and dealer information without specific vehicle details

08What an assistant can do today, and on VIN IndexToday vs VIN Index

WHAT AN ASSISTANT CAN DO TODAY VS ON VIN INDEX

What an assistant can do	Your site	VIN 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.

09Every number here, checkable yourselfReceipts

DON'T TAKE OUR WORD FOR IT

AI Readiness: F · 29/100

Your site grades F. AI engines cited you in 2 of 6 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.

Page rendering

Can AI read your vehicle pages?

Failing

A no-JS crawler fetch of your inventory page returned 446,113 characters of HTML with zero vehicles readable in it. The major AI crawlers read the same server HTML.

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.

Bytes returned to a no-JS crawler fetch: 446,113 chars of HTML
Vehicles readable in that HTML: None

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: 2

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 actual vehicle listing content visible - only navigation menus, filter categories, and dealer information without specific vehicle details

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: 2 / 100
Example improvement: Display individual vehicle listings with specific details such as '2023 Ford F-150 XLT SuperCrew, 45,230 miles, $32,995, VIN: 1FTFW1E84PFC12345' instead of just category counts and filter options

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

Get your inventory in the answers. Start free.

The free plan gets every car listed and readable by AI, at no cost. No card, no call, live in about an hour.

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