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SCANNED OCTOBER 15, 2026 · ALL REPORTS

McGrath Ford turns away the crawlers that feed AI answers.

We reached your site fine. ChatGPT's search crawler, ChatGPT's live fetcher, Claude's live fetcher, Perplexity's search crawler were refused at the network layer, and those are the crawlers the assistants read from, so they fall back to third-party listings instead of your own pages.

Fix this →See the evidence ↓

Free to get published. No card, no call.

AI CRAWLERS REFUSED AT THE DOOR
F29/100AI readiness

Scored from the 5 of 6 checks we completed. Checks we couldn't complete never count for or against you.

0 / 6
AI crawlers your site lets in
0
Vehicle pages found by the scan

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 HIAWATHA RANKING

McGrath Ford appeared in 17 of 36 Hiawatha buyer answers. #1 of 6 named dealerships.

We asked ChatGPT and Perplexity the questions Hiawatha buyers ask — monthly payments, cash budgets, where to buy — and counted every dealership named, you included, the same way. Across the whole Cedar Rapids area: 17 of 215 answers.

  1. McGrath Fordyou15 of 36
  2. McGrath Kia7 of 36
  3. Cedar Rapids Toyota4 of 36
  4. Pat McGrath Chevyland3 of 36
  5. Dave Wright Subaru1 of 36
  6. McGrath Toyota of Iowa City1 of 36

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

MONTHLY PAYMENTSGemini

“What's a good used commuter car in Hiawatha, Iowa, USA for under $400 a month?”

McGrath Ford is named in this answer.

“McGrath Ford (Hiawatha, IA): They advertise used cars, SUVs, and trucks under $15,000, including Ford models like the Escape and Edge, as well as vehicles from other brands.”
Source cited: www.mcgrathford.com ↗
CASH BUDGETSPerplexity

“Which used SUV should I buy for under $25,000 in Hiawatha, Iowa, USA?”

McGrath Kia appears. McGrath Ford does not.

“Local inventory is available through Hiawatha-area dealers and listing services: McGrath Kia lists used SUVs in Hiawatha, while CarGurus and Cars.com show vehicles near Hiawatha and Cedar Rapids.[1][2][7] However, the provided results do not establish the exact price, mileage, accident history, fees, or availability of a specific vehicle today.”
Source cited: www.mcgrathkia.com ↗

A dated sample of saved ChatGPT and Perplexity answers (October 15, 2026), not shopper traffic or a position inside an answer. See the full Cedar Rapids area findings ↗

THE TEST EVERY SHOPPER RUNS NOW

The live engine test hasn’t been run yet

Everything above is the technical scan of your own site. The live engine test, putting real shopper questions to ChatGPT, Perplexity, Gemini and Google’s AI Mode and recording which dealerships they name, hasn’t been run for you yet. Use the bar at the bottom of this page to run it, and the answers land here.

THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 2 research questions. Your site answers 2.

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 Hiawatha. 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.

The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make McGrath Ford 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:

mcgrathford.vinindex.ai/answers
mcgrathford.vinindex.ai/answers
VIN INDEX ANSWER · mcgrathford.vinindex.ai
“What's the best used car I can get in Hiawatha?”

McGrath Ford has matching vehicles near Hiawatha, each on its own page built for AI to read, quote, and route the shopper to you.

Your matching vehicle
A near Hiawatha match
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 McGrath Ford 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 0 live queries on McGrath Ford 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 Hiawatha”, “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

screenshot unavailable
SHOPPERS SEE THIS
<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en-US" lang="en-US" class="srp responsive-grid vertical-12 blue-white ddc-site single-franchise alias-inventory-listing-default-auto-all responsive-type v9-oem-ford-0002-v1 ford" >
<head>
<!--
i-0e04facd52d0d11da-us-east-1-bot3 null
-->
<meta charset="UTF-8" />
<title>All Inventory in Hiawatha, IA | McGrath Ford</title>
<link rel="dns-prefetch" href="https://www.googletagmanager.com/"  />
<link rel="dns-prefetch" href="https://pictures.dealer.com/"  />
<link rel="preconnect" href="https://www.googletagmanager.com/"  />
<link rel="preconnect" href="https://pictures.dealer.com/"  />
<meta name="description" property="og:descr
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 actual vehicle listings visible - only navigation menu, disclaimers, and dealership information with no specific year/make/model/trim/mileage/price/VIN data

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
F
AI Readiness: F · 29/100
Your site grades F. AI engines cited you in 0 of 0 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
8

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 listings visible - only navigation menu, disclaimers, and dealership information with no specific year/make/model/trim/mileage/price/VIN data

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
Include specific vehicle details such as '2024 Ford F-150 SuperCrew 4x4 XLT, 12,500 miles, $42,995, VIN: 1FTFW1E87RFD12345' to make the content citation-ready for AI assistants

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
930,653 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?

Inconclusive

We could not read your robots.txt at all: the request was turned away or failed, so none of these permissions can be verified. It also would not settle much on its own. When a bot wall challenges automated requests, the wall decides who gets in, whatever robots.txt says; see the page-rendering finding above.

The fixVIN Index does this

On VIN Index your pages welcome the AI crawlers buyers actually use, and never wall them out mid-scan.

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)
Could not check (robots.txt unreachable)
ChatGPT's search crawler (OAI-SearchBot)
Could not check (robots.txt unreachable)
ChatGPT's live fetcher (ChatGPT-User)
Could not check (robots.txt unreachable)
Claude's training crawler (ClaudeBot)
Could not check (robots.txt unreachable)
Claude's search crawler (Claude-SearchBot)
Could not check (robots.txt unreachable)
Perplexity's search crawler (PerplexityBot)
Could not check (robots.txt unreachable)
Gemini's training crawler (Google-Extended)
Could not check (robots.txt unreachable)
Google's search crawler (Googlebot)
Could not check (robots.txt unreachable)

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.

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