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SCANNED SEPTEMBER 9, 2026 · ALL REPORTS

Myers Ottawa GM was the answer 1 time out of 3. Someone else took the other 2.

We ran 1 real shopper query 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.

33 Ottawa dealerships were named for local buyers. Myers Ottawa GM wasn’t one of them.

We asked ChatGPT and Perplexity the questions Ottawa buyers ask — monthly payments, cash budgets, where to buy — and counted every dealership named, you included, the same way. Across the whole Ottawa area: 0 of 216 answers.

Global Auto Sales6 of 36
Canadian Auto Mall5 of 36
Canada Sagh Auto Sales3 of 36
Janex Auto Sales3 of 36
MyCar Ottawa3 of 36
Myers Ottawa GMyou0 of 36

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

MONTHLY PAYMENTSGemini

“I need a used AWD vehicle for winter in Ottawa, Ontario, Canada. What can I get for CAD $600 a month?”

Bel-Air Toyota and Orr Motors appear. Myers Ottawa GM does not.

“You will need to check local Ottawa dealerships (e.g., Bel-Air Toyota, Orr Motors, MyCar.ca, Clutch) for current availability of these models within your budget.”

Source cited: www.belairtoyota.ca ↗

CASH BUDGETSChatGPT

“I have CAD $20,000 cash to spend on a used car in Ottawa, Ontario, Canada. What should I buy?”

Mini Ottawa appears. Myers Ottawa GM does not.

“Local dealerships such as Orléans Kia and Mini Ottawa offer a range of used vehicles under $20,000.”

Source cited: www.dallasleasereturns.com ↗

A dated sample of saved ChatGPT and Perplexity answers (September 29, 2026), not shopper traffic or a position inside an answer. See the full Ottawa area findings ↗

021 question across 4 enginesThe questions

WHAT WE ASKED

This is the question 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 it from your own inventory — a car on your lot, your biggest categories, your payments — and anchored it to Ottawa. These are questions you should be showing up for.

The questions

“Where can I buy a used 2026 Chevrolet Silverado in Ottawa?”
A CAR ON YOUR LOTthis exact vehicle is in your inventory

!Kijiji took 1 answer of 2Who won

WHO THE ENGINES RECOMMENDED INSTEAD

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

This question was about cars sitting on your lot, in Ottawa, the market you serve. You were a correct answer every time, and 2 of 3 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Myers Ottawa GM was the recommendation in 1. Two competitors split the other 2 between them, which is why no single name below looks like it is beating you. Together, they are.

Who the engines pickedAnswersShare of 3

KijijiMarketplace

e.g. “Where can I buy a used 2026 Chevrolet Silverado in Ottawa?”

Surgenor Chevrolet Buick GMC CadillacRival dealer

e.g. “Where can I buy a used 2026 Chevrolet Silverado in Ottawa?”

Everyone except you2

Myers Ottawa GM (you)1

And the one answer you did win came from Gemini, one engine. ChatGPT and Claude picked you in none of 2.

!3 of 18 citations went to aggregatorsWhere clicks go

WHERE THE CITATIONS SEND SHOPPERS

18 citations across those 3 answers. 1 sends the shopper to you.

Every source an AI answer cites is a door the shopper can walk through. Here's where each of those 18 doors actually leads:

1land on your site3land on aggregators (AutoTrader, CarGurus…)14land somewhere else (competitors, media)

FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS

kijiji.ca/v-cars-trucks/ottawa/2026-chevrolet-silverado-1500/17372052

myerscadillacgm.ca's car

RIVAL

YOUR CAR

RIVAL

Your one car, ringed by competitors on kijiji.ca

“2026 Chevrolet Silverado 1500 | Cars & Trucks | Ottawa | Free local classifieds - Kijiji”: the shopper who clicks this citation is handed to kijiji.ca, one tap from every dealer's inventory, ranked and monetized by kijiji.ca, not Myers Ottawa GM. 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 Myers Ottawa GM has. kijiji.ca earned the citation with your car, then wrapped it in a page of every rival dealer's inventory, ranked and monetized by kijiji.ca. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for kijiji.ca and against you.

05Myers Ottawa GM named in 2 of 3 answersThe test

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where can I buy a used 2026 Chevrolet Silverado in Ottawa?”

CHATGPT · REAL ANSWER

Here are several specific used 2026 Chevrolet Silverado trucks currently available for purchase in the Ottawa area, along with their listing dealers and direct links to view more details or contact them. All listings are verified as of early September 2026:

---

1. Bean Chevrolet Buick GMC — Certified Pre‑Owned High Country (Kijiji)

• Model: 2026 Chevrolet Silverado 1500 High Country Crew Cab Short Box 4×4 (Diesel, 3.0L Duramax)

• Kilometres: approximately 21,395 km

• Price: CA$73,988 (about CA$8,815 below average market price), certified pre-owned ([kijiji.ca](

• Features: heated/ventilated front seats, heated rear seats, heated steering wheel, remote start, rain-sensing wipers, rear camera mirror, power sunroof, adaptive cruise control, HD surround vision, Bose audio system, bed-view camera, tri-fold tonneau cover, 20″ alloy wheels ([kijiji.ca](

• Dealership Location: Bean Chevrolet Buick GMC, 375 McNeely Avenue, Carleton Place, ON (just outside Ottawa) ([kijiji.ca](

• Listing Link: [View Listing on Kijiji] (click Kijiji listing with the "2026 Chevrolet Silverado 1500" from Bean Chevrolet)

…

kijiji.ca · listing pagemyers.ca · listing pagecarcanada.com · listing pageautotrader.casurgenorottawa.com · listing pagesurgenorbarrhaven.com · listing page

Myers Ottawa GM is not in this answer. You have a 2026 Chevrolet Silverado Crossroad on the lot, 171,613 km.

ENGINE BY ENGINE

ChatGPT

Never picked you · 0 of 1

Gemini

Recommended you · 1 of 1

Perplexity

No answer recorded

Claude

Cited you, never picked you · 1 of 1

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 Chevrolet Silverado in Ottawa?”

ChatGPTAbsentGeminiRecommendedPerplexityNo answerClaudeCited, not picked

Myers Ottawa GM was missing from 1 of 3 answers. Every answer you're not in is a shopper sent somewhere else.

06Answer pages for 2 of 2 questions your stock earnsMissing answers

THE QUESTIONS YOU’RE NOT ANSWERING

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

Shoppers put these questions to AI assistants before they know a year, make or model to search for — and each one is a question about 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.

“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?”ANSWERED — YOUR PAGE ↗

The fix

What we would do about it

THE FIX: HOW VIN INDEX WORKS

We make Myers Ottawa GM 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:

myerscadillacgm.vinindex.ai/answers

VIN INDEX ANSWER · myerscadillacgm.vinindex.ai

“Where can I buy a used 2026 Chevrolet Silverado in Ottawa?”

Myers Ottawa GM has matching vehicles near Ottawa, including a 2026 Chevrolet Silverado Crossroad, each on its own page built for AI to read, quote, and route the shopper to you.

2026 Chevrolet Silverado Crossroad

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 Myers Ottawa GM 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 1 live query on Myers Ottawa GM 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

07The HTML an AI crawler actually receives from youWhat AI sees

WHY THIS HAPPENS

What shoppers see vs. what AI can read

SHOPPERS SEE THIS

<!doctype html>
<html lang="en-CA">
	<head>
			<meta charset="UTF-8"><script type="b0b82e101a69c31ebe528875-text/javascript">(window.NREUM||(NREUM={})).init={privacy:{cookies_enabled:true},ajax:{deny_list:["bam.nr-data.net"]},distributed_tracing:{enabled:true}};(window.NREUM||(NREUM={})).loader_config={agentID:"1103114417",accountID:"2501190",trustKey:"638481",xpid:"VgMHUFdaCBAJVVNSAAUPUFY=",licenseKey:"NRBR-b469192270e76fd10ee",applicationID:"912074862",browserID:"1103114417"};;/*! For license information please see nr-loader-spa-1.321.0.min.js.LICENSE.txt */
(()=>{var e={8122(e,t,r){"use strict";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||"object"!=typeof e)return(0,n.R)(3);if

AI READS THIS

!4 of 6 checks need workSite checks

STEP BY STEP

4 things standing between your inventory and AI answers

1Agentic capabilityAT RISK

An assistant can read some of your data, but most actions a buyer asks for, like financing scenarios or a structured lead, have no machine interface to call.

2Content qualityAT RISK

The visible text is mostly navigation menus and filter options with minimal actual vehicle descriptions. Only two incomplete vehicle listings appear at the end (2017 Dodge Journey and 2013 Cadillac SRX) with basic specs but no descriptive details about condition, features, or compelling selling points.

3Page renderingNEEDS WORK

Your site refuses ChatGPT's search crawler, ChatGPT's live fetcher, Claude's live fetcher, Perplexity's search crawler at the network layer, even though your robots.txt invites them in, so those assistants can't read your pages directly and fall back to third-party listings like AutoTrader. But you still allow Google's search crawler, Bing's search crawler, so engines that read those indexes can find and cite your own pages. The fix is to allowlist the blocked crawlers (almost always a Cloudflare/WAF bot rule) so every assistant reaches you, not just some.

4llms.txt / sitemap / discoveryNEEDS WORK

Your sitemap lists 492 vehicle pages, which is how crawlers find your whole lot, and some discovery files are present. The remaining conventions are emerging with no measured citation lift yet, so this is a forward-looking signal.

09What 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 capability marked ✓ in its column automatically. A — means the capability is not externally detectable, we could not verify it from outside your site.

10Every number here, checkable yourselfReceipts

DON'T TAKE OUR WORD FOR IT

AI Readiness: C · 60/100

Your site grades C. AI engines cited you in 1 of 3 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.

Agentic capability

Can AI do anything with your inventory?

Failing

An assistant can read some of your data, but most actions a buyer asks for, like financing scenarios or a structured lead, have no machine interface to call.

The fixVIN Index does this

VIN Index gives assistants a direct line to your stock, so one can search your inventory, pull a specific car and start a lead, not just read a page.

See the detail

What we checked

Whether an assistant has a machine interface to act, search your stock, pull a VIN, request financing, or submit a lead.

How we tested

We look for an agent endpoint (MCP / WebMCP) or structured action declarations exposed by your site.

What it means

Without one, an assistant can describe your cars but can’t do anything, so every buyer action dead-ends at a human form.

Search your inventory by criteria: Detected
Get a single vehicle by VIN: None detected
Real-time availability: None detected
Financing scenarios: None detected
Trade-in appraisal: None detected
Structured lead with attribution: None detected
Zero-setup discovery files: Detected
ChatGPT Shopping feed: Not externally detectable
Copilot / UCP feed: Not externally detectable

Content quality

Is your vehicle text worth citing?

Failing

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: Provide complete vehicle descriptions like: '2017 Dodge Journey Crossroad AWD SUV. 104,000 km. Leather seats, backup camera, touchscreen infotainment. Well-maintained single owner. Clean Carfax. $14,326. Contact sales for test drive.' Instead of just specs and price, add meaningful condition details and features that make each listing quote-worthy.

Page rendering

Can AI read your vehicle pages?

Needs work

The fixVIN Index does this

VIN Index republishes every car as a page a crawler reads start to finish, without running a line of JavaScript.

See the detail

What we checked

Whether your vehicles are present in the raw HTML an AI crawler receives, and whether the named AI crawlers are allowed in.

How we tested

We fetch your page with no JavaScript (the way ChatGPT’s and Claude’s crawlers read), count the readable vehicles, and probe whether each engine’s crawler gets through.

What it means

If your cars only appear after JavaScript runs, most AI crawlers see an empty page and have nothing to cite when a buyer asks.

Perplexity's search crawler (PerplexityBot): Refused at the network layer
Claude's live fetcher (Claude-User): Refused at the network layer
ChatGPT's live fetcher (ChatGPT-User): Refused at the network layer
ChatGPT's search crawler (OAI-SearchBot): Refused at the network layer
Bytes returned to a no-JS crawler fetch: 798,138 chars of HTML
Vehicles readable in that HTML: Yes

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Needs work

The fixVIN Index does this

VIN Index hands agents a map straight to every vehicle you have, so they find the whole lot rather than whatever they stumble onto.

See the detail

What we checked

Whether you publish the discovery files agents look for, llms.txt, an agent card, and a sitemap that actually lists your vehicle pages.

How we tested

We fetch /llms.txt and agent-discovery files, and walk your sitemap to see whether it enumerates individual VDP URLs.

What it means

These conventions are emerging with no proven citation lift yet, but a sitemap that lists every VDP is how index crawlers find your whole lot.

/llms.txt: Found
/.well-known/mcp.json: Not found
/.well-known/agent-card.json: Not found
/.well-known/ucp: Not found
<link rel="mcp-server">: Not found
<link rel="agent-card">: Not found
Sitemap lists vehicle pages: 492 VDP URLs

Structured data

Can AI trust your vehicle facts?

Passing

Validated Vehicle data is present, with price and currency. Engines can trust and cite your listings.

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): Found
Offer / price: Found
AutoDealer / Organization: Found
Valid JSON-LD blocks: 7

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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