AI Readiness Report

arrow-motors.ca

Scanned 6/12/2026 · https://arrow-motors.ca/inventory/used/

Browse all AI readiness reports →

AI readiness, overallLive scan
DAt risk

arrow-motors.ca

Score41/100
FDCBA

Your dealership is partially visible to AI tools, some engines like Google and Claude can find your pages, but others like ChatGPT and Perplexity can't because your firewall is blocking their crawlers at the network level, forcing them to rely on outdated third-party listings instead. You're also missing machine-readable data formats that would let AI assistants confidently cite your prices and details, and there's no way for an AI agent to directly query your inventory or check vehicle availability. The single most important thing to fix is updating your firewall rules to allow all major AI crawlers through, so every assistant can access your current inventory directly.

165

vehicles an AI crawler can read today

1/6

readiness checks your site passes

The headline issues

  • No Vehicle structured data was found in the HTML returned to the crawler.

  • There is no endpoint an assistant can query.

  • Missing VIN and incomplete feature descriptions; text cuts off mid-sentence for second vehicle

  • Your site refuses bingbot, PerplexityBot at the network layer, even though your robots.txt invites them in — so engines that depend on those crawlers (ChatGPT through Bing, and Perplexity) can't read your pages directly and fall back to third-party listings like AutoTrader.

  • Your sitemap lists 165 vehicle pages, so AI crawlers can enumerate your inventory.

Analyzed your inventory page at arrow-motors.ca/inventory/used

The stake

Buyers now ask AI to shop dealer lots. Today, yours answers with a fraction.

An assistant can read part of your inventory, but the gaps below are where a buyer’s assistant gives up and recommends a competitor instead of you.

When AI sends that shopper to AutoTrader or a rival instead of you, the deal walks. On a used car that’s commonly $1,500–$2,500 in front-end gross — illustrative, but it’s the math behind every buyer the assistant hands to someone else.

Prove it yourself

Don’t take our word for it — have ChatGPT check us.

Copy a ready-made prompt and paste it into ChatGPT, Claude, or Perplexity (with browsing on). It hands them every finding below and asks them to independently confirm or dispute each against your site — then whether the fix is worth it. We tell them to be critical, so a yes is real.

When buyers ask AI for your cars

We ask ChatGPT, Perplexity, Gemini and Claude the questions your real inventory matches, and trace who they recommend — you, an aggregator, or a rival.

AI can reach your site. It just isn’t referencing you.

When buyers asked AI for cars arrow-motors.ca actually has, an aggregator or a rival was the answer in 2 of 4 checks near Aylmer, Ontario.

Reachable

Not checked

Bing’s index is what ChatGPT Search reads

Referenced

Recommended as you in 2 of 4

Aggregator answered 1 · a rival won 1

Buyer asksChatGPTPerplexityGeminiClaude
used Volkswagen under $35,000 for sale near Aylmer, Ontario4 matching cars
2/2CarGurus
1/2Goodwill's Used Cars
2/2
2/2
Recommended Cited only Not the answerFraction = runs that landed on that result (3 runs per engine).

What the engines actually said

used Volkswagen under $35,000 for sale near Aylmer, Ontariorecommended on Gemini, Claude
ChatGPTNot the answer · CarGurus

Here are several compelling used Volkswagen options under CAD $35,000 located within a reasonable radius of Aylmer, Ontario. These listings offer solid value, varied models, and reputable nearby dealerships: --- **1. 2019 Volkswagen Jetta Comfortline – Aylmer, ON (CarGurus, Lasalle search)** - **Price:** CAD $16,149 (fair deal) - **Mileage:** 112,999 km - **Dealership:** Aylmer, ON (182 km from Aylmer) - **Details:** A well-priced sedan with lower-than-average mileage for its year. ([cargurus.ca](https://www.cargurus.ca/Cars/s-Used-Volkswagen-Under-40000-Lasalle-m55_spt388_L465861?utm_source=openai)) Given its proximity (in Aylmer) and affordable price, this Jetta is a strong match if you want something local, economical, and under budget. --- **2. 2018 Volkswagen Tiguan Trendline 4Motion – Windsor, ON (CarGurus)** - **Price:** CAD $15,495 (good deal) - **Mileage:** 128,000 km - **Dealership:** Windsor, ON (approx. 120 km from Aylmer) - **Details:** AWD SUV offers versatility and traction, at a great price for its category. ([cargurus.ca](https://www.cargurus.ca/Cars/s-Used-Volkswagen-Under-40000-Lasalle-m55_spt388_L465861?utm_source=openai)) If you’re looking for a compact SUV with all-wheel drive capabilities, this Tiguan fits well within budget and makes sense for colder weather. --- **3. 2022 Volkswagen Tiguan Comfortline R‑Line – Carpages (search results within 100 km of Aylmer)** A range of Tiguan SUVs are available from nearby dealerships, such as: - **Price:** CAD $24,799 - **Mileage:** Approx. 102,885 km - **Listings at:** Vendora Credit Inc (Kitchener, ON) or Carwise Canada (Brantford, ON) ([carpages.ca](https://www.carpages.ca/used-cars/search/?city=aylmer&make_name=volkswagen&model_name=Tiguan&price_amount_end=35000&province_code=on&sale_type=used&search_radius=100&utm_source=openai)) These mid‑2020s Tiguans provide modern features (e.g., 4MOTION, R‑Line styling) for a solid value under $25,000—a versatile option for families or those wanting more space. --- **4. 2021 Volkswagen Golf GTI Autobahn – Kanata/Ottawa area (Carpages)** - **Price:** CAD $26,491 - **Mileage:** 83,345 km - **Dealership:** Myers Automotive Group, Kanata, ON (~90 km) - **Details:** Sporty hatchback with leather, sunroof—fun to drive yet practical. ([carpages.ca](https://www.carpages.ca/used-cars/search/?city=carp&make_name=volkswagen&price_amount_end=35000&province_code=on&sale_type=used&search_radius=100&utm_source=openai)) The Golf GTI is ideal if you want a performance-oriented vehicle that still handles your daily commute with flair. --- **5. Multiple Newer Tiguans – Kanata/Ottawa (Carpages)** More recent Tiguan models include: - **2024 Tiguan Highline R-Line** – CAD $34,991 (40,975 km) - **2022 Tiguan Highline R-Line** – CAD $32,491 (44,295 km) - **Dealership:** Myers Automotive Group (Kanata/Orleans) - **Details:** These are well-equipped, almost-new SUVs with premium trims. ([carpages.ca](https://www.carpages.ca/used-cars/search/?city=carp&make_name=volkswagen&price_amount_end=35000&province_code=on&sale_type=used&search_radius=100&utm_source=openai)) These options are at the upper end of your budget but offer modern tech and comfort. --- Summary recommendations, including dealership and approximate distance from Aylmer: - **2019 Jetta Comfortline** – Aylmer (local, <$17k) – CarGurus - **2018 Tiguan Trendline 4Motion** – Windsor (~120 km, ~$15.5k) - **2022 Tiguan Comfortline R‑Line** – Kitchener or Brantford (~100 km, ~$24.8k) - **2021 Golf GTI Autobahn** – Kanata (~90 km, ~$26.5k) - **2024/2022 Tiguan Highline R‑Line** – Kanata (~90 km, ~$32–35k) --- Let me know which model styles you prefer—sedan, SUV, performance sport—or if you'd like me to pull up direct listing links to view photos and request test drives!

  • aggregatorcargurus.ca/Cars/s-Used-Volkswagen-Under-40000-Lasalle-m55_spt388_L465861
  • aggregatorcarpages.ca/used-cars/search
  • aggregatorcarpages.ca/used-cars/search
PerplexityCited only · Goodwill's Used Cars

Here are the best **used Volkswagen** options I found **near Aylmer, Ontario** that are **under $35,000**: - **2024 Volkswagen Taos** — **$23,495** — **Goodwill's Used Cars** in **Aylmer**. Listing shows **88,000 km** and identifies it as a used SUV/crossover.[1] - **2024 Volkswagen Tiguan Comfortline** — **$28,499** — **Arrow Motors** in **Aylmer**. The listing shows **71,524 km**.[5] - **2019 Volkswagen Tiguan Highline** — **$22,429** — **Arrow Motors** in **Aylmer**. The listing shows **78,978 km**.[5] - **2020 Volkswagen Tiguan Trendline** — **$15,779** — **Arrow Motors** in **Aylmer**. The listing shows **164,124 km**.[5] - **Used Volkswagen Golf Comfortline Hatchback** — **Goodwill's Used Cars** in **Aylmer**. The dealership’s Volkswagen inventory page shows Golf listings in Aylmer, though the search result snippet does not display a price for the specific Golf listing.[4] If you want the **single best match to send first**, I’d start with the **2024 Volkswagen Taos at Goodwill's Used Cars** because it is in **Aylmer**, is clearly priced well under your budget, and the listing is directly identified.[1] If you’d like, I can next narrow this to: - **best SUV** - **lowest mileage** - **best value** - **best dealer reputation**

  • rivalontariocars.ca/inventory/2024-volkswagen-taos/14250185
  • aggregatorcargurus.ca/Cars/l-Used-Volkswagen-Tiguan-Windsor-d1104_L435246
  • aggregatorfacebook.com/groups/505653243337661/posts/886647815238200
  • rivalgoodwillsusedcars.ca/vehicles/volkswagen
  • youarrow-motors.ca/inventory/used-volkswagen-tiguan-aylmer-ontario-c2m55mo1311vlp
GeminiRecommended

Here are some used Volkswagen vehicles under $35,000 for sale near Aylmer, Ontario: **From Dealerships in Aylmer, Ontario:** * **Arrow Motors (Aylmer, ON)** * **2024 Volkswagen Tiguan Comfortline** * Mileage: 71,524 km * Price: $28,499 * Body Style: SUV * Engine: 2.0L 4Cyl * Drivetrain: AWD * * **2020 Volkswagen Tiguan Trendline** * Mileage: 164,124 km * Price: $15,779 * Body Style: SUV * Engine: 2.0L 4Cyl * Drivetrain: AWD * * **2019 Volkswagen Tiguan Highline** * Mileage: 78,978 km * Price: $22,429 * Body Style: SUV * Engine: 2.0L 4Cyl * Drivetrain: AWD * * **2016 Volkswagen Tiguan Comfortline** * Mileage: 104,351 km * Price: $13,995 * Body Style: SUV * Engine: 2.0L 4Cyl * Drivetrain: AWD * * **Goodwill's Used Cars (Aylmer, ON)** * **2021 Volkswagen Golf Comfortline** * Mileage: 101,000 km * Price: $18,495 * Features: Backup camera, heated seats. * * **2018 Volkswagen Beetle Dune** * Mileage: 132,000 km * Price: $21,995 * Features: Automatic, heated seats, sunroof, backup camera. * * **2019 Volkswagen Tiguan Trendline** * Mileage: 193,000 km * Price: $13,995 * Features: Clean Carfax, AWD, heated seats. * **Broader Search in Ontario (may require travel):** For a wider selection, you can also explore listings on platforms like CarGurus.ca and Kijiji, which show numerous used Volkswagen models under $35,000 across Ontario, including various years and trims of the Golf, Jetta, and Tiguan.

  • youarrow-motors.ca/inventory/used/volkswagen-tiguan-aylmer-ontario-c2m55mo1311vlp
  • rivalgoodwillsusedcars.ca/vehicles/volkswagen
  • rivalgoodwillsusedcars.ca/vehicles/volkswagen/tiguan
  • aggregatorcargurus.ca/Cars/l-Used-Volkswagen-Golf-GTI-Aylmer-d199_L532609
  • aggregatorcargurus.ca/Cars/l-Used-Volkswagen-Tiguan-Ontario-d1104_L412505
ClaudeRecommended

Great news! I found some excellent options right in and around Aylmer, Ontario. The standout local dealer is **Arrow Motors**, located right in Aylmer, with a strong selection of used Volkswagens — all well under $35,000. Here are my top recommendations: --- ## 🚗 Used Volkswagen Listings Near Aylmer, ON — Under $35,000 --- ### 🥇 Pick #1 — 2024 Volkswagen Tiguan Comfortline 4MOTION **💰 $29,999 (finance price) | ~$30,899 cash** **📍 Arrow Motors — Aylmer, ON** 🔗 [View Listing](https://www.arrow-motors.ca/inventory/2024-volkswagen-tiguan-comfortline-4SWnvKcpRXuPpKQDJRpDigvdp/) The 2024 Volkswagen Tiguan Comfortline 4MOTION was previously used as a daily rental, and under the hood sits the 2.0L turbocharged TSI engine paired with an 8-speed automatic and 4MOTION all-wheel drive. The Comfortline trim features heated front seats with power adjustment for the driver, a leatherette steering wheel, dual-zone climate control, and a clean digital display layout, plus a 40/20/40 folding rear bench and smart device integration. A very recent model at a terrific price point — hard to beat for the money. --- ### 🥈 Pick #2 — 2021 Volkswagen Tiguan Highline R-Line 4MOTION **💰 ~$25,730 (finance price)** **📍 Arrow Motors — Aylmer, ON** 🔗 [View Full Inventory Listing](https://www.arrow-motors.ca/inventory/used-volkswagen-tiguan-aylmer-ontario-c2m55mo1311vlp/) This Tiguan Highline R-Line 4MOTION is powered by the 2.0L turbocharged 4-cylinder paired with an 8-speed automatic, and the Highline trim brings a panoramic sunroof, leatherette seating, heated front seats, heated steering wheel, and dual-zone automatic climate control. The service history shows regular care from early ownership, with maintenance records including routine inspections, oil and filter changes, and front and rear brake pads and rotors replaced at around 80,000 km. A well-optioned, sporty SUV with documentation to back it up. --- ### 🥉 Pick #3 — 2019 Volkswagen Jetta Execline **💰 $21,695 (finance price)** **📍 Arrow Motors — Aylmer, ON** 🔗 [View Listing](https://www.arrow-motors.ca/inventory/used-volkswagen-jetta-aylmer-ontario-c2m55mo547vlp/) This Jetta has just under 53,000 km and has been very well maintained with an extensive service history showing regular inspections, oil changes, brake servicing, battery replacement, and air conditioning service — and it's a one-owner Ontario vehicle with no open recalls. It's accident-free, Ontario registered, and has been serviced exclusively by Volkswagen Villa, with maintenance records including inspections, oil and filter changes, alignments, and recent suspension work such as lower control arm bushings and stabilizer links. Perfect if you want a sedan with a squeaky-clean history at a very accessible price. --- ### 🏅 Pick #4 — 2021 Volkswagen Atlas 4MOTION (2.0T) **💰 ~$29,917 (finance price)** **📍 Arrow Motors

  • youarrow-motors.ca/used
  • youarrow-motors.ca/inventory
  • youarrow-motors.ca/inventory/used-volkswagen-tiguan-aylmer-ontario-c2m55mo1311vlp
  • youarrow-motors.ca/inventory/used-volkswagen-jetta-aylmer-ontario-c2m55mo547vlp

You have the cars. AI just can’t retrieve and recommend them as you, so it leans on aggregators and ranks rivals above you. VIN Index makes every VIN structured, retrievable, and answer-ready, so you become the recommended, cited source and the lead comes to you.

How we tested: we asked each engine’s real search stack the questions above, localized to your market, 3 times each. This is representative of how these engines retrieve, not a copy of any one shopper’s screen (their answers vary run to run).

Why AI skips you

On the left, your page as a shopper sees it. On the right, what an AI assistant can actually do with what it receives.

what a person seeslive screenshot
arrow-motors.ca
The dealer inventory page as a shopper sees it, rendered in a browser

Your page, rendered with JavaScript. Vehicles, photos, prices — everything a buyer sees.

what the assistant tells the buyersimulation

I'm looking for a Ford Bronco, with 4WD, 2022 or newer, under 30,000 km, payments around $490/month.

I don't see any Ford Broncos listed in the HTML provided from Arrow Motors' website. The page shows general inventory structure but doesn't contain specific vehicle listings, prices, or mileage details that would match your criteria.

No vehicles read, no lead, the buyer moves on
Show the raw HTML an AI crawler actually received
<!doctype html>

<!--[if lt IE 7]><html lang="en-US" class="no-js lt-ie9 lt-ie8 lt-ie7"><![endif]-->
<!--[if (IE 7)&!(IEMobile)]><html lang="en-US" class="no-js lt-ie9 lt-ie8"><![endif]-->
<!--[if (IE 8)&!(IEMobile)]><html lang="en-US" class="no-js lt-ie9"><![endif]-->
<!--[if (IE 8)&!(IEMobile)]><html lang="en-US" class="no-js lt-ie9"><![endif]-->
<!--[if (IE 9)&!(IEMobile)]><html lang="en-US" class="lt-ie10"><![endif]-->
<!--[if gt IE 8]><!--> <html lang="en-US" class="no-js"><!--<![endif]-->

	<head>

		<meta charset="utf-8">
				<meta http-equiv="X-UA-Compatible" content="IE=edge">

		<title>Used Cars, SUVs, Trucks for Sale in Aylmer, ON | Arrow Motors</title>

		<meta name="HandheldFriendly" content="True">
		<meta name="MobileOptimized" content="320">
		<meta name="viewport" content="width=device-width, initial-scale=1"/>
		<link rel="icon" href="https://ddztmb1ahc6o7.cloudfront.net/arrow-motors/wp-content/uploads/2023/03/16151801/favicon.png">
		<!--[if IE]>
			<link rel="shortcut icon" href="https://ddztmb1ahc6o7.cloudfront.net/arrow-motors/wp-content/uploads/2023/03/16154315/favicon.ico">
		<![endif]-->
				<meta name="msapplication-TileColor" content="#f01d4f">
		<meta name="msapplication-TileImage" content="https://www.arrow-motors.ca/wp-content/themes/ed-template-gm/library/images/win8-tile-icon.png">
		<meta name="theme-color" content="#121212">
		<link rel="pingback" href="https://www.arrow-motors.ca/xmlrpc.php">

		
		
		<!-- Google Tag Manager -->
		<script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':
		new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],
		j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=
		'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);
		})(window,document,'script','dataLayer','GTM-585NWD4S');</script>
		<!-- End Google Tag Manager -->
		

		<script>
                window.dataLayer = window.dataLayer || [];
                dataLayer.push({
                    'theme': 'modern',
                    'pageType': 'VLP'
                });
                </script>

		
		<!-- Track a specific Crazy Egg snapshot by name -->
		<script type="text/javascript">
		    var CE_SNAPSHOT_NAME = "modern";
		</script>
		

<!-- ED Global Plugin - Head section : Start -->
		
		<!-- Google Tag Manager -->
		<script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l

Zero vehicles. A nav, a cookie banner, and an empty <div id="root">.

The questions buyers actually ask

Shoppers don’t search by VIN — they ask for “a 7-seat SUV that’s good on gas” or “payments under $500.” Each question can only be answered from details a crawler can read on your page.

What buyers askYour siteVIN Index

“7-seat SUV that’s good on gas”

Can’t answer — missing Fuel economy.

“Payments under $500/mo on my credit”

Can’t answer — missing Payment estimates.

“AWD with Apple CarPlay”

Answerable — every detail it needs is readable.

“Priced below market for this trim”

Can’t answer — missing Market context.

A query is only answerable from the attributes a crawler can read. VIN Index enriches every vehicle with seating, fuel economy, drivetrain, financing, and market context — so the questions buyers actually ask all land on your inventory.

165

vehicle pages in your sitemap. We checked what an AI crawler can actually read off each one.

See which details are machine-readable

The basics

3/3

Make

3/3

Model

3/3

Year

3/3

Price

3/3

Mileage

3/3

VIN

What buyers actually filter on

“7-seat SUV, good on gas, AWD” — a crawler can only answer this from fields it can read.

3/3

Body style

2/3

Seating

3/3

Drivetrain

0

Fuel economy

3/3

Fuel type

0

Transmission

Your site on VIN Index

The same question, answered. Here is what an assistant returns once your inventory is structured, and the listing behind it.

The assistant’s answer once you’re on VIN Index

simulation
buyer, assistant queryagent endpoint

I'm looking for a Ford Bronco, with 4WD, 2022 or newer, under 30,000 km, payments around $490/month.

Arrow Motors has a 2022 Ford Bronco 4WD with 25,219 km priced at $26,995, a strong match for your year and drivetrain requirements, well under your mileage limit. At that price point, monthly payments would likely be in your range depending on financing terms. This is exactly the vehicle you're looking for.

Cited dealer attributed, lead routed to arrow-motors.ca

On VIN Index

2024 Volvo XC60

2024 Volvo XC60 with 69,434 miles priced at $44,859, 16% above the regional median of $38,595 among 915 comparable active listings

Price
$44,859
Mileage
69,434

915 comparable active listings nationally, ~86 days on market. Informational, drawn from live market data.

Agent summary

2024 Volvo XC60 with 69,434 miles listed at $44,859. Based on 915 comparable active listings in the region, the median price is $38,595, making this listing 16% above market median. Typical comparable vehicles remain listed for 86 days on market.

Condition:
This 2024 Volvo XC60 has 69,434 miles on the odometer
Best for:
Buyers seeking a 2024 Volvo XC60 and willing to pay above regional median pricing

Financing scenarios are generated on the live listing from your own lenders' terms (placeholder rates only in this preview).

This is how your 2024 Volvo XC60 looks once it is on VIN Index, fact-dense and machine-readable. Enrichment lines are a simulation of the live output, not a published listing.

The technical detail

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 emits validated Vehicle and Offer schema on every listing, so engines can trust and cite your price, mileage, and VIN.

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
Not found
Valid JSON-LD blocks
3

Agentic capability

Can AI do anything with your inventory?

Failing

There is no endpoint an assistant can query. An agent that wants to search your stock, pull a VIN, or check availability has no machine interface to call, only a webpage built for human eyes.

The fixVIN Index does this

VIN Index exposes an agent endpoint and a live feed, so an assistant can search your stock, pull a VIN, 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
None 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
None detected
ChatGPT Shopping feed
None detected
Copilot / UCP feed
None detected

Content quality

Is your vehicle text worth citing?

Failing

Missing VIN and incomplete feature descriptions; text cuts off mid-sentence for second vehicle

The fixVIN Index does this

VIN Index enriches each listing with a factual condition narrative and market context an assistant can lift verbatim 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
7 / 100
Example improvement
Complete the Volkswagen listing description and include full VIN numbers for both vehicles. For the Volvo, specify trim-level details (e.g., 'Plus Dark Theme B5 AWD' is clear, but add interior material specifics). Ensure all feature lists are complete rather than truncated.

Page rendering

Can AI read your vehicle pages?

Needs work

Your site refuses bingbot, PerplexityBot at the network layer, even though your robots.txt invites them in — so engines that depend on those crawlers (ChatGPT through Bing, and Perplexity) can't read your pages directly and fall back to third-party listings like AutoTrader. But you still allow OAI-SearchBot, Googlebot, so engines that read those indexes — Google's AI Overviews and Gemini, and Claude through Brave — can find and cite your own pages. The fix is to allowlist the blocked crawler user-agents (almost always a Cloudflare/WAF bot rule) so every engine reaches you, not just some.

The fixVIN Index does this

VIN Index republishes every car as static, server-rendered HTML, so a crawler reads your whole lot 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 GPTBot and ClaudeBot read), count the readable vehicles, and probe whether specific AI crawler user-agents get 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.

PerplexityBot request
Refused at the network layer
bingbot request
Refused at the network layer
Bytes returned to GPTBot
2,063,735 chars of HTML
Vehicles readable in that HTML
Yes

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Needs work

Your sitemap lists 165 vehicle pages, so AI crawlers can enumerate your inventory. Adding llms.txt and an agent-discovery file is the cheap, forward-looking next step.

The fixVIN Index does this

VIN Index publishes llms.txt, a sitemap, and IndexNow pings, giving agents a machine-readable map straight to every VIN.

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
Not found
/.well-known/mcp.json
Not found
/.well-known/agent-card.json
Not found
Sitemap lists vehicle pages
165 VDP URLs

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.

GPTBot
Allowed
OAI-SearchBot
Allowed
ChatGPT-User
Allowed
ClaudeBot
Allowed
Claude-SearchBot
Allowed
PerplexityBot
Allowed
Google-Extended
Allowed
Googlebot
Allowed

Per-crawler probe (real user-agents)

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.

OAI-SearchBotGooglebotbingbotPerplexityBot

On-demand fetchers

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

ChatGPT-UserClaude-User

Training crawlers

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

GPTBotClaudeBot

Make AI read every car on your lot.

VIN Index republishes your inventory as static, schema-rich, agent-queryable pages, cited back to you. Most dealers are live in about an hour.

Preview your inventory on VIN IndexStart, $249/month

CDG community members: $149/month, mention CDG at signup.

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The simulations above show what an AI assistant would likely receive from your site as it is structured today. Vehicles in the VIN Index panels are examples built from makes we detected, not a live listing.