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SCANNED SEPTEMBER 7, 2026 · ALL REPORTS

Kanata Honda was never the answer to a single question we asked.

We ran 1 real shopper query across 4 AI engines: ChatGPT, Perplexity, Gemini, Claude. You were recommended in 0 of 4 answers.

Fix this →See the evidence ↓

Free to get published. No card, no call.

RECOMMENDED IN 0 OF 4 ANSWERS
F8/100AI visibility

Your score weighs two things — and neither one is working yet.

26
Site readiness 26/100
AI struggles to read your lot.
0
Presence in AI answers 0/100
No recommendation or citation credit recorded.
0 / 4
AI answers that recommend Kanata Honda
0
Vehicle pages found by the scan

WHAT WE COULD NOT READ

Your page returned no readable content.

The response body carried no text we could parse.

An engine reading the same response has nothing to quote you on.

We could not read your vehicles.

Your inventory pages did not return vehicle detail we could parse.

Questions a shopper asks about specific cars are the ones we could not put to the engines.

We could not tell whether you run more than one location.

Your locations page was not reachable, or not linked where we could find it.

If you do have other stores, engines answering "dealership near me" in those cities have the same problem finding them.

The evidence

What the engines actually answered

YOUR OTTAWA RANKING

33 Ottawa dealerships were named for local buyers. Kanata Honda 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: 4 of 216 answers.

  1. Global Auto Sales6 of 36
  2. Canadian Auto Mall5 of 36
  3. Canada Sagh Auto Sales3 of 36
  4. Janex Auto Sales3 of 36
  5. MyCar Ottawa3 of 36
  6. Kanata Hondayou0 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. Kanata Honda 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. Kanata Honda 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 ↗

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.

Normally we build these questions from your own inventory — a car on your lot, your biggest category, your payments. This time we couldn't: your site didn't give our scan a single readable vehicle to build from, so we asked the one question every dealer wants to win.

The questions
  • “who is the best used car dealer in Ottawa?”
WHO THE ENGINES RECOMMENDED INSTEAD

Two dealerships beat you on the question every dealer wants to win.

Being linked at the bottom of an answer is not the same as being the answer. Kanata Honda was the recommendation in none of the 4 answers we tested.

Who the engines pickedAnswers
OA
Ottawa Auto SalesRival dealer
e.g. “who is the best used car dealer in Ottawa?”
1
PA
Prio Auto SalesRival dealer
e.g. “who is the best used car dealer in Ottawa?”
1
Everyone except you4
Kanata Honda (you)0

2 further answers went to no single source we could name, so they are not in the bars above.

WHERE THE CITATIONS SEND SHOPPERS

35 citations across those 4 answers. None 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 35 doors actually leads:

1
34
0land on your site1land on aggregators (AutoTrader, CarGurus…)34land somewhere else (competitors, media)
FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS
carpages.ca/blog/the-best-ottawa-used-car-dealers-list/
carpages.ca/blog/the-best-ottawa-used-car-dealers-list/
kanatahonda.com's car
RIVAL
RIVAL
YOUR CAR
RIVAL
RIVAL
RIVAL
RIVAL
RIVAL
Your one car, ringed by competitors on carpages.ca

the shopper who clicks this citation is handed to carpages.ca, one tap from every dealer's inventory, ranked and monetized by carpages.ca, not Kanata Honda. 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 Kanata Honda has. carpages.ca earned the citation with your car, then wrapped it in a page of every rival dealer's inventory, ranked and monetized by carpages.ca. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for carpages.ca and against you.

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“who is the best used car dealer in Ottawa?”
CHATGPT · REAL ANSWER
Here are some of the top-rated used‑car dealerships in Ottawa as of early September 2026, based on recent reviews, expert rankings, and reputable directories:
1. Ottawa Auto Sales
Ranked #1 among used‑car dealers citywide by TrustAnalytica in July 2026, Ottawa Auto Sales earns high praise for its exceptional customer service, transparent and trustworthy process, and strong post‑sale support. Clients appreciate the personalized touches—some reviews mention the dealership going as far as holding cars or even delivering them to buyers’ homes.([trustanalytica.org](
2. Sean’s Auto Sales & Service
Also featured in TrustAnalytica’s July 2026 ranking (just behind Ottawa Auto Sales), Sean’s stands out for its no‑nonsense pricing, honest sales approach, and efficient repair services. The owner, Sean Liu, and his team receive frequent praise for professionalism and building long‑term customer relationships.([trustanalytica.org](
3. AutoAgents
According to AutoAgents’ own platform (last updated September 3, 2026), this dealership provides a smooth, transparent buying experience. Their all‑in pricing includes vehicle inspection, safety certification, cleaning, and delivery. They work with a wide range of lenders and perform third‑party inspections on every vehicle, giving shoppers the choice of local pickup or home delivery.([autoagents.vinindex.ai](
4. Canadian Auto Mall
Although not in TrustAnalytica’s July 2026 rankings, Canadian Auto Mall consistently appears near the top of expert‑curated lists (e.g., ThreeBestRated.ca and OttawaStories.com). It scores high in customer satisfaction, offers a variety of makes and models, and enforces thorough inspections.([threebestrated.ca](
…
trustanalytica.org · answer pageautoagents.vinindex.ai · answer page ← a competitorthreebestrated.ca
ENGINE BY ENGINE
ChatGPT
Never picked you · 0 of 1
Gemini
Never picked you · 0 of 1
Perplexity
Never picked you · 0 of 1
Claude
Never picked you · 0 of 1
THE FULL TEST: EVERY QUERY, EVERY ENGINE
INTENT
“who is the best used car dealer in Ottawa?”
ChatGPTAbsentGeminiAbsentPerplexityAbsentClaudeAbsent
Not one of the 4 answers cited Kanata Honda. We ran 1 shopper query across 4 AI engines to get them.
THE QUESTIONS YOU’RE NOT ANSWERING

Your stock earns 2 research questions. Your site answers 1.

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?”no page — needs a credit/financing answer 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 Kanata Honda 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:

kanatahonda.vinindex.ai/answers
kanatahonda.vinindex.ai/answers
VIN INDEX ANSWER · kanatahonda.vinindex.ai
“who is the best used car dealer in Ottawa?”

Kanata Honda has matching vehicles near Ottawa, each on its own page built for AI to read, quote, and route the shopper to you.

Your matching vehicle
A near Ottawa match
YOUR LOT
The rest of your matching inventory
Every unit its own citable page
YOUR LOT
Every row is yours

PREVIEW: BUILT FROM YOUR REAL INVENTORY ONCE YOUR FEED IS CONNECTED

THE SYSTEM BEHIND IT

Not a one-time cleanup, but a system that keeps Kanata Honda 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 Kanata Honda 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

WHY THIS HAPPENS

What shoppers see vs. what AI can read

Vehicle page as shoppers see it
SHOPPERS SEE THIS
<!doctype html>

<!--[if lt IE 7]><html lang="en-US" prefix="og: http://ogp.me/ns#" class="no-js lt-ie9 lt-ie8 lt-ie7"><![endif]-->
<!--[if (IE 7)&!(IEMobile)]><html lang="en-US" prefix="og: http://ogp.me/ns#" class="no-js lt-ie9 lt-ie8"><![endif]-->
<!--[if (IE 8)&!(IEMobile)]><html lang="en-US" prefix="og: http://ogp.me/ns#" class="no-js lt-ie9"><![endif]-->
<!--[if (IE 8)&!(IEMobile)]><html lang="en-US" prefix="og: http://ogp.me/ns#" class="no-js lt-ie9"><![endif]-->
<!--[if (IE 9)&!(IEMobile)]><html lang="en-US" prefix="og: http://ogp.me/ns#" class="lt-ie10"><![endif]-->
<!--[if gt IE 8]><!--> <html lang="en-US" prefix="og: http://ogp.me/ns#" class="no-js"><!--<![endif]-->

	<head>

		<m
AI READS THIS
STEP BY STEP

4 things standing between your inventory and AI answers

1Page renderingAT RISK

A no-JS crawler fetch of your inventory page returned 59,700 characters of HTML with zero vehicles readable in it. The major AI crawlers read the same server HTML.

2Structured 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.

3Agentic 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.

4llms.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.

WHAT AN ASSISTANT CAN DO TODAY VS ON VIN INDEX
What an assistant can doYour siteVIN Index
Found
Search your inventory by criteria
Get a single vehicle by VIN
Real-time availability
Convert
Financing scenarios
Trade-in appraisal
Structured lead with attribution
Be discovered
Zero-setup discovery files
ChatGPT Shopping feed—
Copilot / UCP feed—
VIN Index adds every capability marked ✓ in its column automatically. A — means the capability is not externally detectable, we could not verify it from outside your site.
DON'T TAKE OUR WORD FOR IT
F
AI Readiness: F · 26/100
Your site grades F. AI engines cited you in 0 of 4 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.

Page rendering

Can AI read your vehicle pages?

Failing

A no-JS crawler fetch of your inventory page returned 59,700 characters of HTML with zero vehicles readable in it. The major AI crawlers read the same server HTML.

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.

Bytes returned to a no-JS crawler fetch
59,700 chars of HTML
Vehicles readable in that HTML
None

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

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.

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

No actual vehicle listings present - only dealer navigation menu and contact information with no specific inventory details like 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
15 / 100
Example improvement
Include actual vehicle inventory with specific details such as '2024 Honda CR-V EX AWD, 15,420 miles, $34,995, VIN: 5J6RB4H78LU123456' instead of only generic navigation links and business hours

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.

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