SCANNED SEPTEMBER 1, 2026 · ALL REPORTS

VIN Index · Research discovery report

abford.com · Sep 1, 2026

AI car research · A & B Ford Sales Ltd.

Help car buyers discover A & B Ford Sales Ltd. in AI answers.

VIN Index helps your dealership get named when people research cars with ChatGPT, Gemini and other AI assistants—before they know which dealer to contact.

We turn your current inventory and dealership expertise into pages AI can find and cite, then track whether your dealership appears in buyer answers.

Your next step ↗

Where you stand in our saved tests

Your dealership appeared in the sample.

These results show whether your dealership appeared when we asked buyer questions. Each is a saved test, not a measure of all AI searches.

“used Ford in Perth”

Saved research answers

This question

of 4 answers
named your dealership

ChatGPT · Saved answerSep 1, 2026

Here are several strong options for **used Ford vehicles available near Perth, Ontario**, along with their respective dealerships and direct listings you can explore further: A & B Ford Sales Ltd. (Perth, ON) – Standout Listings - **2026 Ford Esca…

Full answer & sources

Here are several strong options for **used Ford vehicles available near Perth, Ontario**, along with their respective dealerships and direct listings you can explore further: A & B Ford Sales Ltd. (Perth, ON) – Standout Listings - **2026 Ford Escape Platinum AWD**    • Mileage: 6,780 km • Price: CAD 50,017 (+ HST & licensing)    • Description: Top-tier AWD variant, nearly new and well-equipped ([abford.com](https://www.abford.com/inventory/used/?utm_source=openai)) - **2025 Ford Bronco Sport Big Bend 4x4**    • Mileage: 22,760 km • Price: CAD 37,017 (+ HST & licensing)    • Versatile SUV ideal for both city and outdoor adventures ([abford.com](https://www.abford.com/inventory/used/?utm_source=openai)) - **2025 Ford Escape ST-Line AWD**    • Mileage: 11,987 km • Price: CAD 36,017 (+ HST & licensing)    • Sporty trim with all-wheel drive for added capability ([abford.com](https://www.abford.com/inventory/used/?utm_source=openai)) These vehicles are available on A & B Ford’s official “Used Inventory” page, which lists 61 used vehicles, including these highlighted models ([abford.com](https://www.abford.com/inventory/used/?utm_source=openai)). Hinton Dodge Chrysler (Perth, ON) – Ford Inventory via Hinton Dodge - **2020 Ford F‑150 (3.5L V6, 4×4)**    • Mileage: 201,762 km • Price: Please call for price    • Heavy-duty capability; specific pricing requires dealer contact ([hintondodge.ca](https://www.hintondodge.ca/inventory/ford-44-perth-ontario-m59dt2vlp/?utm_source=openai)) - **2014 Ford F‑150 (6.2L V8, 4×4)**    • Mileage: 173,591 km • Price: Please call for price    • Older model with strong engine; contact dealership for details ([hintondodge.ca](https://www.hintondodge.ca/inventory/ford-44-perth-ontario-m59dt2vlp/?utm_source=openai)) AutoTrader Listing – Carleton Place Ford (approximately 28 km from Perth) - **2020 Ford F‑150 XLT Crew Cab 4×4**    • Mileage: 55,390 km • Price: CAD 35,995 (Great price noted)    • Features: Apple CarPlay, Android Auto, Ford Co‑Pilot360, Dynamic Hitch Assist, aluminum wheels, cargo box lighting, rear‑view camera, and more ([autotrader.ca](https://www.autotrader.ca/cars/ford/f-150/reg_on/cit_perth?utm_source=openai)) Callan Motors (Perth, ON) – Classic Ford Options - **2021 Ford Bronco Outer Banks Advanced 4×4 (Whipple tuned)**    • Mileage: 36,900 km • Price: CAD 57,995 (+ HST & licensing)    • Premium, performance-oriented Bronco variant ([callanmotors.com](https://callanmotors.com/vehicles/?utm_source=openai)) - **1957 Ford Thunderbird E-Code Tribute**    • Mileage: 99,000 km • Price: CAD 69,995 (+ HST & licensing)    • Collector-grade classic with restoration ([callanmotors.com](https://callanmotors.com/vehicles/?utm_source=openai)) Summary Table: Vehicle Highlights | Dealership | Model & Year | Mileage | Price | |--------------------------|----------------------------------------|-------------|-------------| | A & B Ford Sales Ltd. | 2026 Ford Escape Platinum AWD | 6,780 km | CAD 50,017 | | | 2025 Ford Bronco Sport Big Bend 4x4 | 22,760 km | CAD 37,017 | | | 2025 Ford Escape ST-Line AWD | 11,987 km | CAD 36,017 | | Hinton Dodge Chrysler | 2020 Ford F‑150 (3.5L, 4×4) | 201,762 km | Call for price | | | 2014 Ford F‑150 (6.2L, 4×4) | 173,591 km | Call for price | | Carleton Place Ford | 2020 Ford F‑150 XLT 4×4 | 55,390 km | CAD 35,995 | | Callan Motors | 2021 Ford Bronco Outer Banks 4×4 | 36,900 km | CAD 57,995 | | | 1957 Ford Thunderbird E-Code Tribute | 99,000 km | CAD 69,995 | Recommendations: - If you’re looking for **latest model** lots of warranty, the **2026 Escape Platinum AWD** at A & B Ford is a great pick. - For a **capable off-road weekend vehicle**, the **2025 Bronco Sport 4×4** is attractive. - If value and well-equipped features matter, the **2020 F‑150 XLT** near Carleton Place is competitively priced. - Prefer something vintage or unique? The **2021 Bronco Outer Banks** (Callan Motors) or the **1957 Thunderbird** offer standout character. Next Steps: 1. Visit the respective dealership inventory pages (A & B Ford “Used”, Hinton Dodge inventory, Callan Motors, or AutoTrader listing via Carleton Place Ford) to explore details, photos, and contact options. 2. Reach out to the dealers directly for availability confirmation and to schedule test drives or inquiries. 3. Consider budget, usage needs, and proximity to Perth when making your final decision. Let me know if you'd like help comparing financing options, arranging dealership visits, or securing contact info!

Dealer site cited. Recorded as recommended.

Exact question

used Ford in Perth

✓ Named− Not named! Check failed · excluded

What VIN Index builds for you

Give AI a reason to name your dealership.

VIN Index creates content around the questions buyers ask AI while comparing cars, budgets and dealerships. Your stock and verified expertise give those answers a reason to include you.

Personalized from your dealership’s facts

A & B Ford Sales Ltd.Proposed page · not published

Buying with us

Buying a used car at A & B Ford Sales Ltd.

Know what to expect: vehicle information, documented inspection details and the steps from enquiry to a visit.

Your documented buying process

Your actual inspection and warranty terms

A direct way to contact your team

The final page uses confirmed dealership facts. Missing policies or services will not be invented.

From a buyer’s question to your dealership.

01
Start with what buyers ask AI
Identify research questions your inventory and dealership expertise can help answer.
02
Give AI a source it can cite
Create useful pages grounded in your vehicles and verified facts, with links back to your dealership.
03
Track whether you get named
Check buyer answers for your dealership’s name and links. Keep eligible pages current as your stock changes.

Pro automates eligible opportunities. VIN Index handles the content work so your team doesn’t have to write every page. Core lets you start generation, review and publish manually.

See the plan

used Ford in Perth

Check relevant stock, dealer-specific evidence and existing content before choosing a page to improve. Absence from an answer alone is not enough.

Exact question observed in the saved answers above.

No matching candidate URL is recorded. This does not prove that no relevant page exists.

Facts needed before writing

An authorized feed to confirm current stock, prices and specifications.
Sources for ownership or comparison claims; do not infer these from a listing.

What the page should answer

Answer the shopper’s question directly, with the scope and assumptions stated.
Explain the dealer’s relevant choices using verified specifications and sourced evidence.
Connect the advice to the dealership’s relevant vehicles or services, where facts support it.
Answer only for this dealership, with a clear next step; do not publish a competing-dealer list.

No page has been published from this report. Publication does not guarantee citations.

Connect my inventory

Connect an authorized feed, confirm your dealership facts, and let VIN Index identify supported opportunities. Citations and recommendations are earned, never guaranteed.

All saved evidence 4 successful answers

Your presence in the saved answers

Measured answers: 4
Answers naming your dealership: 3
Answers citing your site: 3

These counts describe 1 exact question across ChatGPT, Perplexity, Gemini, Claude. A name or citation does not establish a recommendation. Failed attempts are excluded. This is a dated sample, not a measure of all AI traffic.

The questions we tested. What AI said.

The exact question matters. An answer to one question cannot establish your visibility for another.

Saved research question

“used Ford in Perth”

3 of 4 measured answers named you; 3 cited your site.

2 of 4 measured answers recommended you.

ChatGPT · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

Here are several strong options for **used Ford vehicles available near Perth, Ontario**, along with their respective dealerships and direct listings you can explore further: A & B Ford Sales Ltd. (Perth, ON) – Standout Listings - **2026 Ford Escape Platinum AWD**    • Mileage: 6,780 km • Price: CAD 50,017 (+ HST & licensing)    • Description: Top-tie…

Read full saved answer

Sources returned by the engine

Perplexity · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

If you mean **Perth, Western Australia**, the best place to start is **John Hughes Ford Pre Owned in Victoria Park** and **Westside Auto Wholesale**; both have large used-Ford selections near Perth.[18][2] - **John Hughes Ford Pre Owned** — 188 Albany Hwy, Victoria Park, WA 6100. They say they have a “competitively priced pre-owned Ford” range and are “Pert…

Read full saved answer

If you mean **Perth, Western Australia**, the best place to start is **John Hughes Ford Pre Owned in Victoria Park** and **Westside Auto Wholesale**; both have large used-Ford selections near Perth.[18][2] - **John Hughes Ford Pre Owned** — 188 Albany Hwy, Victoria Park, WA 6100. They say they have a “competitively priced pre-owned Ford” range and are “Perth’s home of Ford.”[18] - **Westside Auto Wholesale** — a used-Ford listing page with **149 used Ford cars for sale in Perth**.[2] - **Regent** — another Perth-area used-Ford inventory with **260 Ford cars for sale in Perth, WA**.[4] If you mean **Perth, Scotland**, the best fit is **JC Select Perth (John Clark Motor Group)**, which explicitly advertises used Ford cars for sale in Perth and says the showroom is a few minutes from Perth city centre.[1] If you want, I can narrow this to: - **budget under a set amount** - **Ranger / Everest / Mustang / Fiesta / Focus** - **automatic only** - **closest dealership to your suburb**

Sources returned by the engine

Gemini · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

If you're looking for a used Ford in Perth, Ontario, A & B Ford Sales Ltd. is a key local dealership with a substantial inventory, and Hinton Dodge also has some Ford options. Here are some specific vehicles available: **From A & B Ford Sales Ltd. (Perth, ON):** * **2025 Ford Bronco Sport Badlands** * Mileage: 8,243 km * Price: $46,017 * …

Read full saved answer

If you're looking for a used Ford in Perth, Ontario, A & B Ford Sales Ltd. is a key local dealership with a substantial inventory, and Hinton Dodge also has some Ford options. Here are some specific vehicles available: **From A & B Ford Sales Ltd. (Perth, ON):** * **2025 Ford Bronco Sport Badlands** * Mileage: 8,243 km * Price: $46,017 * [Link to listing](https://www.abford.ca/used/vehicle/2025-ford-bronco-sport-badlands-id12151040.htm) * **2026 Ford Escape Platinum** * Mileage: 9,767 km * Price: $49,017 * [Link to listing](https://www.abford.ca/used/vehicle/2026-ford-escape-platinum-id12151061.htm) * **2024 Ford F-150 XLT** * Mileage: 26,951 km * Price: $59,017 * [Link to listing](https://www.abford.ca/used/vehicle/2024-ford-f-150-xlt-id12150987.htm) * **2025 Ford Transit Cargo Van** * Mileage: 36,331 km * Price: $74,512 * [Link to listing](https://www.abford.ca/used/vehicle/2025-ford-transit-cargo-van-id12151049.htm) * **2025 Ford Maverick LARIAT** * Mileage: 11,306 km * Price: $47,017 * [Link to listing](https://www.abford.ca/used/vehicle/2025-ford-maverick-lariat-id12151012.htm) * **2022 Ford Ranger XLT** * Mileage: 51,671 km * Price: $37,017 * [Link to listing](https://www.abford.ca/used/vehicle/2022-ford-ranger-xlt-id12151010.htm) **From Hinton Dodge (Perth, ON):** * **2020 Ford F-150** * Exterior Colour: Black * Engine: 3.5L 6Cyl * Drivetrain: 4x4 * Mileage: 201,762 km * Price: Please call for price. * [Link to listing](https://www.hintondodge.ca/used/vehicle/2020-ford-f-150-id12134544.htm) Please note that vehicle availability and pricing can change, so it's always a good idea to confirm with the dealership.

Sources returned by the engine

Claude · Saved observation

Sep 1, 2026 (UTC)

Dealer not named · Dealer site not cited

Great news — I found some excellent options and dealerships for you! Here's a curated shortlist of **used Fords in Perth, WA**, across different budgets and needs: --- ## 🚗 Used Ford Recommendations in Perth, WA --- ### 🏆 Option 1 — Ford Ranger Wildtrak V6 (2024) **Dealership: Westside Auto Wholesale, Bentley** 🔗 [View all used Ford Rangers at Westsid…

Read full saved answer

Great news — I found some excellent options and dealerships for you! Here's a curated shortlist of **used Fords in Perth, WA**, across different budgets and needs: --- ## 🚗 Used Ford Recommendations in Perth, WA --- ### 🏆 Option 1 — Ford Ranger Wildtrak V6 (2024) **Dealership: Westside Auto Wholesale, Bentley** 🔗 [View all used Ford Rangers at Westside Auto](https://www.westsideauto.com.au/cars/by-make/ford/ranger) A 2024 Ford Ranger Wildtrak V6 — fully workshop certified, low kms, one owner from new, with new car warranty remaining until 5/2030. This is an ideal choice if you want near-new quality at a used price. Westside Auto has 105 used Ford Rangers for sale in Bentley, Perth — WA's largest independent used car warehouse. --- ### 🏆 Option 2 — Ford Everest Sport V6 (2025) **Dealership: Westside Auto Wholesale, Bentley** 🔗 [View all used Ford Everests at Westside Auto](https://www.westsideauto.com.au/cars/by-make/ford/everest) A 2025 Ford Everest Sport, V6 Auto 4x4, fully workshop certified and ready to go with the remaining balance of the new car warranty. Perfect for families or those needing a capable 4WD SUV. The Ford Everest is a spacious SUV accommodating up to seven passengers, with rugged 4WD capability making it an excellent choice for outdoor adventures. --- ### 🏆 Option 3 — Ford Ranger (Multiple Models, 41 in Stock) **Dealership: John Hughes Ford, Victoria Park** 🔗 [Browse 135 Ford Rangers at John Hughes](https://www.johnhughes.com.au/search/ford/ranger) John Hughes has 135 Ford Ranger cars for sale in Perth, WA, with a great range of Utes available. Perth's home of Ford is at John Hughes Ford in Victoria Park, offering the full range including the popular Ranger, Everest & Mustang, plus an impressive range of competitively priced pre-owned Fords. --- ### 🏆 Option 4 — Ford Everest (22 in Stock, $37,999–$88,955) **Dealership: John Hughes Ford, Victoria Park** 🔗 [Browse 48 Ford Everests at John Hughes](https://www.johnhughes.com.au/search/ford/everest) John Hughes has 22 used Ford Everest SUVs in stock, ranging from 2018–2024 models, priced between $37,999 and $88,955, all automatic with most being 4x4. --- ### 🏆 Option 5 — Ford Ranger Raptor (2024) — Performance Pick **Dealership: Westside Auto Wholesale, Bentley** 🔗 [View Ford Raptors at Westside Auto](https://www.westsideauto.com.au/cars?make=Ford&model=Ranger) A 2024 Ford Ranger Raptor 3.0 combining aggressive styling with serious off-road capability — powered by a twin-turbo V6, with advanced 4WD and terrain management systems, presented in a sleek grey finish. Great for off-road enthusiasts. --- ### 🔍 Browse the Full Perth Market If you want to compare even more listings across all Perth dealers: - **Carsales (Perth Ford listings):** [carsales.com.au/cars/ford/western-australia-state/perth-region](https://www.carsales.com.au/cars/ford/western-australia-state/perth-region/) — 879 used Ford cars from vetted, handpicked dealers in Perth, WA. - **Drive.com.au:** [drive.com.au/cars-for-sale/search/used/wa/perth/ford](https://www.drive.com.au/cars-for-sale/search/used/wa/perth/ford/) --- ### 💡 My Top Pick If you want **the best value with remaining warranty**, go with the **2024 Ford Ranger Wildtrak V6 at Westside Auto Wholesale** — it's one-owner, workshop-certified, and still under new car warranty. If you prefer buying from an **authorised Ford dealer** with the full brand experience, head to **John Hughes Ford in Victoria Park**. Would you like me to narrow these down by budget, body type, or km range?

Sources returned by the engine

A & B Ford Sales Ltd. was the answer 4 times out of 8. Someone else took the other 4.

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.

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.

We built them from your own inventory — a car on your lot, your biggest categories, your payments — and anchored them to Perth. These are questions you should be showing up for.

The questions

“Where can I buy a used 2026 Ford Bronco in Perth?”
A CAR ON YOUR LOTthis exact vehicle is in your inventory
“used Ford in Perth”
YOUR OWN CATEGORY32 of your vehicles match this question

!carsales.com.au took 2 answers of 4Who 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 Perth, the market you serve. You were a correct answer every time, and 4 of 8 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. A & B Ford Sales Ltd. was the recommendation in 4. Three competitors split the other 4 between them, which is why no single name below looks like it is beating you. Together, they are.

Who the engines pickedAnswersShare of 8

carsales.com.auMarketplace

e.g. “Where can I buy a used 2026 Ford Bronco in Perth?”

John Hughes Ford Pre OwnedRival dealer

e.g. “used Ford in Perth”

Westside Auto WholesaleRival dealer

e.g. “used Ford in Perth”

Everyone except you4

A & B Ford Sales Ltd. (you)4

!6 of 65 citations went to aggregatorsWhere clicks go

WHERE THE CITATIONS SEND SHOPPERS

65 citations across those 8 answers. 11 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 65 doors actually leads:

11land on your site6land on aggregators (AutoTrader, CarGurus…)48land somewhere else (competitors, media)

FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS

autotrader.ca/cars/ford/f-150/reg_on/cit_perth?utm_source=openai

Your one car, ringed by competitors on autotrader.ca

“Ford F-150 for Sale in Perth, Ontario | AutoTrader.ca”: the shopper who clicks this citation lands on autotrader.ca's results page: every dealer's vehicles in the region, ranked and monetized by autotrader.ca, not A & B Ford Sales Ltd.'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 A & B Ford Sales Ltd. has. autotrader.ca earned the citation with your car, then wrapped it in a page of every rival dealer's inventory, ranked and monetized by autotrader.ca. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for autotrader.ca and against you.

04A & B Ford Sales Ltd. named in 6 of 8 answersThe test

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where can I buy a used 2026 Ford Bronco in Perth?”

CHATGPT · REAL ANSWER

You're asking specifically where to buy a used 2026 Ford Bronco in Perth, Ontario—as of Tuesday, September 1, 2026, no used listings for a 2026 Bronco currently appear in Perth, ON. However, I found some promising nearby options. Here’s what’s available close to your area:

---

Closest Available Used Listings

1. Downtown Ford – Toronto, ON

• Vehicle: 2026 Ford Bronco Badlands 4-Door 4×4

• Details:

• Mileage: 514 km

• Price: CAD $74,888 (plus HST & licensing; no additional dealer fees)

• VIN: 1FMEE9BPXTLA59903

…

downtownford.ca · listing page ← a competitorsummitford.com · listing pageabford.com

ENGINE BY ENGINE

ChatGPT

Recommended you · 2 of 2

Gemini

Recommended you · 2 of 2

Perplexity

Cited you, never picked you · 2 of 2

Claude

Never picked you · 0 of 2

THE FULL TEST: EVERY QUERY, EVERY ENGINE

A CAR ON YOUR LOT · this exact vehicle is in your inventory

“Where can I buy a used 2026 Ford Bronco in Perth?”

ChatGPTRecommendedGeminiRecommendedPerplexityCited, not pickedClaudeAbsent

YOUR OWN CATEGORY · 32 of your vehicles match this question

“used Ford in Perth”

ChatGPTRecommendedGeminiRecommendedPerplexityCited, not pickedClaudeAbsent

A & B Ford Sales Ltd. was missing from 2 of 8 answers. Every answer you're not in is a shopper sent somewhere else.

05Answer pages for 3 of 3 questions your stock earnsMissing answers

THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 3 research questions. Your site answers 3.

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 Perth. 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.

“Which used Ford models hold up best? I'm shopping in Perth.”ANSWERED — YOUR PAGE ↗
“can I get a car loan with bad credit in Perth?”ANSWERED — YOUR PAGE ↗
“what's my car worth as a trade-in in Perth?”ANSWERED — YOUR PAGE ↗

The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make A & B Ford Sales Ltd. 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:

abford.vinindex.ai/answers

VIN INDEX ANSWER · abford.vinindex.ai

“Where can I buy a used 2026 Ford Bronco in Perth?”

A & B Ford Sales Ltd. has matching vehicles near Perth, including a 2026 Ford bronco perth-ontario-y2026m59mo1428vlp, each on its own page built for AI to read, quote, and route the shopper to you.

2026 Ford bronco perth-ontario-y2026m59mo1428vlp

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 A & B Ford Sales Ltd. 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 A & B Ford Sales Ltd. 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 Perth”, “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>

<!--[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>New Ford Vehicles Showroom in Perth, ON | A &amp; B Ford Sales Ltd.</title>

		<meta name="Handhe

AI READS THIS

!4 of 6 checks need workSite checks

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

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.

3llms.txt / sitemap / discoveryAT RISK

No sitemap listing your vehicle pages, and no llms.txt or agent-discovery files. AI agents have no machine-readable map to your inventory. A sitemap that enumerates every VDP is the cheapest, highest-leverage gap to fix.

4Content qualityAT RISK

Generic inventory listings lack specific vehicle details (mileage, VIN, trim levels, color, actual availability) needed for credible citations. Content is template-driven pricing rather than substantive vehicle descriptions.

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: C · 51/100

Your site grades C. AI engines cited you in 6 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: Not found
Valid JSON-LD blocks: 1

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 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: 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: Not externally detectable
Copilot / UCP feed: Not externally detectable

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Failing

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: Not 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

Content quality

Is your vehicle text worth citing?

Failing

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: 3 / 100
Example improvement: Replace "2026 Ford F-150 Starting at $52,690" with specific units: "2026 Ford F-150 SuperCrew 5.0L EcoBoost, 12,400 miles, Iconic Silver, XLT trim, $54,995. VIN: 1FTFW1E88NFC12345. In-stock at Perth location." Include trim, engine, color, actual mileage, and availability status.

Page rendering

Can AI read your vehicle pages?

Passing

A no-JavaScript crawler received 538,798 characters of HTML with readable vehicles in it. Your inventory survives the way AI assistants read it.

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: 538,798 chars of HTML
Vehicles readable in that HTML: Yes

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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Your dealership appeared in the sample.

This question

Give AI a reason to name your dealership.

Buying a used car at A &amp; B Ford Sales Ltd.

From a buyer’s question to your dealership.

Facts needed before writing

What the page should answer

Your presence in the saved answers

The questions we tested. What AI said.

“used Ford in Perth”

A &amp; B Ford Sales Ltd. was the answer 4 times out of 8. Someone else took the other 4.

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

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

65 citations across those 8 answers. 11 send the shopper to you.

We asked ChatGPT what buyers ask every day

Your stock earns 3 research questions. Your site answers 3.

We make A &amp; B Ford Sales Ltd. the answer, and the click lands on you.

What shoppers see vs. what AI can read

4 things standing between your inventory and AI answers

For your website person

Get your inventory in the answers. Start free.

Buying a used car at A & B Ford Sales Ltd.

A & B Ford Sales Ltd. was the answer 4 times out of 8. Someone else took the other 4.

We make A & B Ford Sales Ltd. the answer, and the click lands on you.