SCANNED SEPTEMBER 1, 2026 · ALL REPORTS

VIN Index · Research discovery report

tonygrahamlexus.com · Sep 1, 2026

AI car research · Tony Graham Lexus

Help car buyers discover Tony Graham Lexus 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 Lexus in Ottawa”

Saved research answers

This question

of 3 answers
named your dealership

ChatGPT · Saved answerSep 1, 2026

…Price: **$64,998** - Condition: Certified pre-owned. - Dealer: **Tony Graham Lexus (Nepean)**, roughly 9 km from Ottawa. ([autotrader.ca](https://www.autotrader.ca/cars/lexus/reg_on/cit_ottawa?utm_source=openai)) **5. 2020 Lexus RX 450h (111,217 km)…

Full answer & sources

Here are some excellent listings for **used Lexus vehicles in Ottawa, Ontario**, including details about each and the dealership offering them: --- **1. 2017 Lexus RX 350 AWD (76,518 km)** - Price: **$32,888** — marked as “Great price” - Features: All-wheel drive, well-appointed interior with heated/cooled seats and panoramic sunroof. - Dealer: **417 Nissan**, located about 7 km from central Ottawa. ([autotrader.ca](https://www.autotrader.ca/cars/lexus/reg_on/cit_ottawa/ot_used?utm_source=openai)) **2. 2024 Lexus NX 250 AWD (75,883 km)** - Price: **$39,495** - Highlights: Certified, no accidents, wireless Apple CarPlay, heated seats and steering wheel, Lexus Safety System+ 3.0. - Dealer: **Rev Motors**, approximately 4 km away. ([autotrader.ca](https://www.autotrader.ca/cars/lexus/reg_on/cit_ottawa/ot_used?utm_source=openai)) **3. 2026 Lexus IS 350 F Sport 2 (5,274 km)** - Price: **$64,850** - Features: Like-new condition, full suite of Lexus Safety System 3.0, panoramic view monitor, F Sport enhancements. - Dealer: **Import Car Centre**, about 5 km from Ottawa. ([autotrader.ca](https://www.autotrader.ca/cars/lexus/reg_on/cit_ottawa/ot_used?utm_source=openai)) **4. 2025 Lexus RX 350 (9,061 km)** - Price: **$64,998** - Condition: Certified pre-owned. - Dealer: **Tony Graham Lexus (Nepean)**, roughly 9 km from Ottawa. ([autotrader.ca](https://www.autotrader.ca/cars/lexus/reg_on/cit_ottawa?utm_source=openai)) **5. 2020 Lexus RX 450h (111,217 km)** - Price: **$33,990** - Notes: Hybrid AWD, with heated/vented seats, heated steering wheel, sunroof, backup camera, paddle shifters. - Dealer: **Orléans Kia**, in Orleans (part of Ottawa). ([orleanskia.com](https://www.orleanskia.com/inventory/2020-lexus-ottawa-ontario-y2020m1vlp/?utm_source=openai)) --- ### Additional Local Options via Clutch (Online Retailer) **Clutch.ca offers a few notable used Lexus models with full transparency and home delivery to Ottawa:** - **2020 Lexus RX 350 Luxury** — 38,132 km, $39,590 Includes sunroof, heated/ventilated seats, power tailgate, driver memory, and comes with a free Carfax report and 10-day refund policy. ([kijiji.ca](https://www.kijiji.ca/v-cars-trucks/ottawa/2020-lexus-rx-rx-350-luxury/1738214677?utm_source=openai)) - **2020 Lexus RX 350 Luxury** — 38,132 km, competitively priced at $40,190 (originally $41,836) Clutch-certified with inspection. ([clutch.ca](https://www.clutch.ca/cars/lexus-rx/in-ottawa?utm_source=openai)) --- ### Summary Table (Text Format) Vehicle | Mileage | Price | Highlights | Dealer ---|---|---|---|--- 2017 RX 350 AWD | 76,518 km | $32,888 | Heated/cooled seats, panoramic sunroof | 417 Nissan (Ottawa) 2024 NX 250 AWD | 75,883 km | $39,495 | Certified, heated/cooled seats, Safety System+ | Rev Motors (Ottawa) 2026 IS 350 F Sport | 5,274 km | $64,850 | Like-new, F Sport extras | Import Car Centre (Ottawa) 2025 RX 350 | 9,061 km | $64,998 | Certified pre-owned | Tony Graham Lexus (Nepean) 2020 RX 450h | 111,217 km | $33,990 | Hybrid, heated/vented seats | Orléans Kia (Ottawa) 2020 RX 350 Luxury (Clutch) | 38,132 km | $39,590 | Sunroof, heated/ventilated seats, home delivery | Clutch Online 2020 RX 350 Luxury (Clutch) | 38,132 km | ~$40,190 | Certified, inspection | Clutch Online --- ### What to Do Next 1. Click on or visit the listing pages to view photos, vehicle specs, and contact details. 2. Contact the dealership or Clutch to: - Confirm current availability (as of **September 1, 2026**). - Ask about warranty options, financing, or extended coverage. - Arrange a test drive or home delivery (for Clutch). 3. If you'd like help narrowing by budget, preferred body style (SUV vs. sedan), hybrid vs. gas engine, or dealership proximity, let me know—I’d be happy to tailor the suggestions! Let me know your priorities and I’ll assist further with the best available matches!

Dealer site not cited. A name or citation alone is not a recommendation.

Exact question

used Lexus in Ottawa

✓ 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

Tony Graham LexusProposed page · not published

Buying with us

Buying a used car at Tony Graham Lexus

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 Lexus in Ottawa

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 3 successful answers

Your presence in the saved answers

Measured answers: 3
Answers naming your dealership: 2
Answers citing your site: 1

These counts describe 1 exact question across ChatGPT, 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 Lexus in Ottawa”

2 of 3 measured answers named you; 1 cited your site.

1 of 3 measured answers recommended you.

ChatGPT · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site not cited

Here are some excellent listings for **used Lexus vehicles in Ottawa, Ontario**, including details about each and the dealership offering them: --- **1. 2017 Lexus RX 350 AWD (76,518 km)** - Price: **$32,888** — marked as “Great price” - Features: All-wheel drive, well-appointed interior with heated/cooled seats and panoramic sunroof. - Dealer: **417 Nissa…

Read full saved answer

Sources returned by the engine

Perplexity · Saved observation

Sep 1, 2026 (UTC)

No answer returned. This attempt is excluded from measured counts; it does not establish whether your dealership appeared.

Gemini · Saved observation

Sep 1, 2026 (UTC)

Dealer not named · Dealer site not cited

If you're in Ottawa, Ontario, and in the market for a used Lexus, there are several dealerships and online platforms with a good selection. Here are some specific recommendations for used Lexus vehicles available in the area: ### Tony Graham Automotive Group Tony Graham Automotive Group, including Tony Graham Lexus and Tony Graham Toyota, has a substantial…

Read full saved answer

If you're in Ottawa, Ontario, and in the market for a used Lexus, there are several dealerships and online platforms with a good selection. Here are some specific recommendations for used Lexus vehicles available in the area: ### Tony Graham Automotive Group Tony Graham Automotive Group, including Tony Graham Lexus and Tony Graham Toyota, has a substantial inventory of used Lexus vehicles. * **2025 Lexus RX 350** * Mileage: 9,061 km * Price: $64,998 * Dealership: Tony Graham Lexus or Tony Graham Automotive Group * Link: While a direct link to the exact listing isn't available in the search snippets, you can typically find it on the Tony Graham Lexus or Tony Graham Automotive Group used inventory pages. * **2024 Lexus NX 350** * Mileage: 27,839 km * Price: $52,998 * Dealership: Tony Graham Lexus * Link: Check the used inventory at Tony Graham Lexus. * **2025 Lexus UX 300h** * Mileage: 18,293 km * Price: $48,998 * Dealership: Tony Graham Lexus * Link: Look for this model on the Tony Graham Lexus website. * **2024 Lexus ES 300h** * Mileage: 30,827 km * Price: $52,998 * Dealership: Tony Graham Lexus or Tony Graham Automotive Group * Link: This hybrid sedan can be found on their used vehicle pages. ### Clutch Clutch is an online platform that offers used vehicles, including Lexus models, with shipping options available in Ottawa. * **2022 Lexus NX 350 Ultra Luxury** * Mileage: 49,090 km * Dealership: Clutch * Link: You can find this listing on the Clutch website by searching for used Lexus in Ottawa. * **2021 Lexus NX 300 Premium** * Mileage: 53,376 km * Dealership: Clutch * Link: Available on the Clutch platform for Ottawa buyers. ### Myers Automotive Group Myers Automotive Group also has used Lexus vehicles in their inventory. * **2023 Lexus NX 250** * Kilometres: 81,658 km * Drivetrain: All Wheel Drive * Dealership: Myers Automotive Group * Link: Check the used inventory at Myers Auto Group. * **2023 Lexus RX 350h (Hybrid)** * Kilometres: 76,950 km * Features: Sunroof, Cooled Seats * Dealership: Myers Automotive Group * Link: Available on the Myers Auto Group website. When you are ready to explore further, it's recommended to visit the specific dealership's website or the online platform directly for the most up-to-date availability and to view complete vehicle details and contact information.

Sources returned by the engine

Claude · Saved observation

Sep 1, 2026 (UTC)

Dealer named · Dealer site cited

Here are my top used Lexus recommendations in Ottawa, organized by vehicle type, based on live listings I found across Ottawa dealerships and marketplaces: --- ## 🚗 Top Used Lexus Picks in Ottawa --- ### 1. 🏆 2024 Lexus NX 350 AWD — *Best All-Around SUV Pick* **Dealership: Tony Graham Lexus** (Ottawa's dedicated Lexus dealer) **🔗 Listing:** [tonygraha…

Read full saved answer

Here are my top used Lexus recommendations in Ottawa, organized by vehicle type, based on live listings I found across Ottawa dealerships and marketplaces: --- ## 🚗 Top Used Lexus Picks in Ottawa --- ### 1. 🏆 2024 Lexus NX 350 AWD — *Best All-Around SUV Pick* **Dealership: Tony Graham Lexus** (Ottawa's dedicated Lexus dealer) **🔗 Listing:** [tonygrahamlexus.com/inventory/used-lexus-ottawa-ontario](https://www.tonygrahamlexus.com/inventory/used-lexus-ottawa-ontario-c2m1vlp/) Tony Graham Lexus has a **2024 Lexus NX 350 AWD** in Silver with a 2.4L 4-cylinder engine and automatic transmission. The NX 350 is one of the most sought-after models in Ottawa — popular Lexus models in Ottawa's used market include the NX, RX, and ES, sought after for their luxurious interiors and reliable performance. --- ### 2. 🌿 2024 Lexus NX 350h AWD Hybrid — *Best for Fuel Savings* **Dealership: AADA Leasing Ottawa** **🔗 Listing:** [aadaleasing.com/inventory/used-lexus-ottawa-ontario](https://www.aadaleasing.com/inventory/used-lexus-ottawa-ontario-c2m1vlp/) This **2024 Lexus NX 350h AWD** hybrid features a 2.5L 4-cylinder engine with an impressive fuel economy of **5.7L/100km city / 6.4L/100km highway**, in Black with automatic transmission. Excellent choice for Ottawa winters and daily commuting. --- ### 3. 🛻 2024 Lexus RX 350 AWD — *Best Mid-Size Luxury SUV* **Dealership: Tony Graham Automotive Group** **🔗 Listing:** [tonygraham.com/inventory/used-lexus-ottawa-ontario](https://www.tonygraham.com/inventory/used-lexus-ottawa-ontario-c2m1vlp/) Tony Graham has a **2024 Lexus RX 350** (VIN: 2T2BAMCA5RC064454) with a 2.4L 4-cylinder engine, AWD, and fuel economy of 11.2L/100km city / 8.4L/100km highway. The RX is one of the most popular Lexus models and a proven performer in Ottawa's variable weather. --- ### 4. 🚘 2024 Lexus ES 300h — *Best Luxury Sedan / Most Fuel Efficient* **Dealership: Tony Graham Lexus** **🔗 Listing:** [tonygrahamlexus.com/inventory/used](https://www.tonygrahamlexus.com/inventory/used/) Tony Graham Lexus also has a **2024 Lexus ES 300h** in Black, FWD, with a 2.5L 4-cylinder hybrid engine, achieving an outstanding **5.5L/100km city / 5.2L/100km highway**. Perfect for the buyer who wants a premium sedan with exceptional fuel economy. --- ### 5. 💎 2024 Lexus GX 550 4WD — *Best Premium Off-Road / Family SUV* **Dealership: Tony Graham Toyota** **🔗 Listing:** [tonygrahamtoyota.com/inventory/used-lexus-ottawa-ontario](https://www.tonygrahamtoyota.com/inventory/used-lexus-ottawa-ontario-c2m1vlp/) A **2024 Lexus GX 550 4WD** in Caviar (10-speed automatic, V6) is available at **Tony Graham Toyota**, Ottawa's first Toyota dealership, proudly family-owned and operated for over 50 years. This is the top-of-line pick for buyers wanting 4WD capability and rugged luxury. --- ### 📊 Browse All Options on These Platforms: - **AutoTrader.ca:** [89 Lexus vehicles within 50km of Ottawa](https://www.autotrader.ca/cars/lexus/on/ottawa/) — find your next car by browsing extensive new and pre-owned Lexus inventory from local dealerships and private sellers, and compare prices, trim specifications, reviews, and recall history. - **CarGurus.ca:** [cargurus.ca/Cars/l-Used-Lexus-Ottawa](https://www.cargurus.ca/Cars/l-Used-Lexus-Ottawa-m37_L412564) — browse the best deals on Lexus vehicles for sale in Ottawa, ON, with savings of up to **$16,916** available right now. - **Kijiji.ca:** [kijiji.ca/b-cars-trucks/ottawa/lexus](https://www.kijiji.ca/b-cars-trucks/ottawa/lexus/c174l1700185a54) — includes both dealer and private sale listings. --- > 💡 **Pro Tip:** Buyers in Ottawa often choose Lexus over competitors like BMW and Mercedes-Benz for its **reputation for reliability and lower maintenance costs.** Would you like me to narrow this down by budget, body style (SUV vs. sedan), or hybrid vs. gas?

Sources returned by the engine

Tony Graham Lexus was the answer 3 times out of 7. 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 Ottawa. These are questions you should be showing up for.

The questions

“Where can I buy a used 2026 Lexus ux in Ottawa?”
A CAR ON YOUR LOTthis exact vehicle is in your inventory
“used Lexus in Ottawa”
YOUR OWN CATEGORY5 of your vehicles match this question

!AutoTrader.ca 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 Ottawa, the market you serve. You were a correct answer every time, and 4 of 7 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Tony Graham Lexus was the recommendation in 3. 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 7

AutoTrader.caMarketplace

e.g. “Where can I buy a used 2026 Lexus ux in Ottawa?”

Bel-Air LexusRival dealer

e.g. “Where can I buy a used 2026 Lexus ux in Ottawa?”

Tony Graham ToyotaRival dealer

e.g. “used Lexus in Ottawa”

Everyone except you4

Tony Graham Lexus (you)3

!22 of 56 citations went to aggregatorsWhere clicks go

WHERE THE CITATIONS SEND SHOPPERS

56 citations across those 7 answers. 8 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 56 doors actually leads:

8land on your site22land on aggregators (AutoTrader, CarGurus…)26land somewhere else (competitors, media)

FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS

autotrader.ca/cars/lexus/ux/reg_on/cit_ottawa/ot_used?utm_source=openai

tonygrahamlexus.com's car

RIVAL

YOUR CAR

RIVAL

Your one car, ringed by competitors on autotrader.ca

“Used Lexus UX for Sale in Ottawa, 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 Tony Graham Lexus'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 Tony Graham Lexus 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.

04Tony Graham Lexus named in 5 of 7 answersThe test

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where can I buy a used 2026 Lexus ux in Ottawa?”

CHATGPT · REAL ANSWER

Here’s what I found for a used 2026 Lexus UX available in Ottawa and nearby areas as of Tuesday, September 1, 2026:

---

Available Listings Near Ottawa

1. Tony Graham Lexus (Ottawa, ON)

• They currently have two used 2026 Lexus UX 300h AWD vehicles listed:

• Price: $50,378

• Price: $54,382

Both are listed as used and located at their dealership in Ottawa (299 W Hunt Club Road, Nepean, ON).([tonygrahamlexus.com](

2. Tony Graham Lexus – “2026 Lexus UX 300h AWD in Cloudburst Grey”

…

tonygrahamlexus.com · listing pageautotrader.ca · listing page

Tony Graham Lexus is not in this answer. You have a 2026 Lexus ux 300h-ottawa on the lot.

ENGINE BY ENGINE

ChatGPT

Named you, never linked you · 1 of 2

Gemini

Cited you, never picked you · 1 of 2

Perplexity

Recommended you · 1 of 1

Claude

Recommended you · 2 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 Lexus ux in Ottawa?”

ChatGPTAbsentGeminiCited, not pickedPerplexityRecommendedClaudeRecommended

YOUR OWN CATEGORY · 5 of your vehicles match this question

“used Lexus in Ottawa”

ChatGPTNamedGeminiAbsentPerplexityNo answerClaudeRecommended

Tony Graham Lexus was missing from 2 of 7 answers. Every answer you're not in is a shopper sent somewhere else.

!Answer pages for 2 of 3 questions your stock earnsMissing answers

THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 3 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 Ottawa. 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 Lexus models hold up best? I'm shopping in Ottawa.”ANSWERED — YOUR PAGE ↗
“can I get a car loan with bad credit in Ottawa?”ANSWERED — YOUR PAGE ↗
“what's my car worth as a trade-in in Ottawa?”no page — needs a trade-in/value page

These 3 are the tip: counted across every category, budget band and payment combination your feed actually covers, your stock qualifies you for 8 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 Tony Graham Lexus 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:

tonygrahamlexus.vinindex.ai/answers

VIN INDEX ANSWER · tonygrahamlexus.vinindex.ai

“Where can I buy a used 2026 Lexus ux in Ottawa?”

Tony Graham Lexus has matching vehicles near Ottawa, including a 2026 Lexus ux 300h-ottawa, each on its own page built for AI to read, quote, and route the shopper to you.

2026 Lexus ux 300h-ottawa

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 Tony Graham Lexus 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 Tony Graham Lexus 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 Ottawa”, “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>Lexus Certified Pre-Owned Ottawa | Tony Graham Lexus</title>

		<meta name="HandheldFriendly" con

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

No actual vehicle data present, only UI icons and navigation framework with zero specific vehicle details (no year, make, model, trim, mileage, price, or VIN)

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 3 of 7 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: 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 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.

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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

No actual vehicle data present, only UI icons and navigation framework with zero specific vehicle details (no year, make, model, trim, mileage, price, or VIN)

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: Add actual CPO listings with concrete details like '2022 Lexus RX 350L AWD, 32,400 miles, $42,995' or specific trim and feature descriptions rather than icon names and template code

Page rendering

Can AI read your vehicle pages?

Passing

A no-JavaScript crawler received 103,191 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: 103,191 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

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