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SCANNED SEPTEMBER 9, 2026 · ALL REPORTS

Otto's Subaru was the answer 4 times out of 6. Someone else took the other 2.

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.

Free to get published. No card, no call.

RECOMMENDED IN ONLY 4 OF 6 ANSWERS
B70/100AI visibility

Your score weighs two things — and both are holding up.

57
Site readiness 57/100
AI can mostly read your lot.
75
Presence in AI answers 75/100
It names you consistently.
4 / 6
AI answers that recommend Otto's Subaru
27
Vehicle pages on your site

WHAT WE COULD NOT READ

Not every engine answered every question.

6 of 8 engine checks returned an answer we could grade.

The gaps are missing checks, not results about you.

The evidence

What the engines actually answered

YOUR OTTAWA RANKING

33 Ottawa dealerships were named for local buyers. Otto's Subaru 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.

  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. Otto's Subaruyou0 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. Otto's Subaru 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. Otto's Subaru 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

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 2025 Subaru Forester in Ottawa?”
    A CAR ON YOUR LOTthis exact vehicle is in your inventory
  • “used Subaru in Ottawa”
    YOUR OWN CATEGORY17 of your vehicles match this question
WHO THE ENGINES RECOMMENDED INSTEAD

Two 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 2 of 6 went to someone else.

Being linked at the bottom of an answer is not the same as being the answer. Otto's Subaru was the recommendation in 4. 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 pickedAnswers
AT
AutoTraderMarketplace
e.g. “Where can I buy a used 2025 Subaru Forester in Ottawa?”
1
OS
Ogilvie SubaruRival dealer
e.g. “used Subaru in Ottawa”
1
Everyone except you2
Otto's Subaru (you)4
WHERE THE CITATIONS SEND SHOPPERS

43 citations across those 6 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 43 doors actually leads:

8
10
25
8land on your site10land on aggregators (AutoTrader, CarGurus…)25land somewhere else (competitors, media)
FOLLOW ONE: A REAL CITATION FROM YOUR ANSWERS
autotrader.ca/cars/subaru/forester/reg_on/cit_ottawa/ot_used?utm_source=o
autotrader.ca/cars/subaru/forester/reg_on/cit_ottawa/ot_used?utm_source=o
subaruottawa.ca's car
RIVAL
RIVAL
YOUR CAR
RIVAL
RIVAL
RIVAL
RIVAL
RIVAL
Your one car, ringed by competitors on autotrader.ca

“Used Subaru Forester 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 Otto's Subaru'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 Otto's Subaru 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.

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT what buyers ask every day

“Where can I buy a used 2025 Subaru Forester in Ottawa?”
CHATGPT · REAL ANSWER
Here are several specific used 2025 Subaru Forester listings available in Ottawa, each from a reputable dealership. I’ve included details, pricing, and dealer information. You can click the listing titles below to visit the exact online page.
---
1. Import Car Centre – 2025 Subaru Forester Limited
• Trim/Highlights: Limited trim with leather seats, panoramic sunroof, navigation, Harman Kardon audio, EyeSight safety, and just 21,379 km driven.
• Price: $43,250 (plus HST & licensing) ([autotrader.ca](
• Dealership: Import Car Centre, Ottawa, ON (about 5 km from downtown) ([autotrader.ca](
---
2. Otto’s Subaru – 2025 Forester Premier 2.5L CVT
• Details: Recently returned daily rental, 20,456 km, features heated seats, leather, adaptive cruise control, Apple CarPlay/Android Auto, and pre-collision braking.
…
autotrader.ca · listing pagesubaruottawa.ca · listing pageclutch.ca · listing pagecargurus.ca · listing page
Otto's Subaru was not the pick here. You have a 2025 Subaru impreza 5-door on the lot.
ENGINE BY ENGINE
ChatGPT
Recommended you · 1 of 2
Gemini
Recommended you · 1 of 2
Perplexity
No answer recorded
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 2025 Subaru Forester in Ottawa?”
ChatGPTCited, not pickedGeminiRecommendedPerplexityNo answerClaudeRecommended
YOUR OWN CATEGORY · 17 of your vehicles match this question
“used Subaru in Ottawa”
ChatGPTRecommendedGeminiCited, not pickedPerplexityNo answerClaudeRecommended
Otto's Subaru was missing from 0 of 6 answers. Every answer you're not in is a shopper sent somewhere else.
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 Subaru 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 7 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 Otto's Subaru 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:

subaruottawa.vinindex.ai/answers
subaruottawa.vinindex.ai/answers
VIN INDEX ANSWER · subaruottawa.vinindex.ai
“Where can I buy a used 2025 Subaru Forester in Ottawa?”

Otto's Subaru has matching vehicles near Ottawa, including a 2025 Subaru impreza 5-door, each on its own page built for AI to read, quote, and route the shopper to you.

2025 Subaru impreza 5-door
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 Otto's Subaru 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 Otto's Subaru 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>
<html  lang="en">
    <head>
        <meta charset="utf-8">
        <meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1">
        <meta name="SKYPE_TOOLBAR" content="SKYPE_TOOLBAR_PARSER_COMPATIBLE" >
        
        
        
        
        <title>Otto's Subaru | Subaru Dealership in Ottawa</title>
<meta name="description" content="At Otto's Subaru, check out our new and used Subaru vehicles today. We are your number one dealership for Subaru service in Ottawa as well.">

















<meta property="og:type" content="website"/>
<meta property="og:title" content="Otto's Subaru | Subaru Dealership in Ottawa"/>
<meta property="og:description" content="At Otto's 
AI READS THIS
STEP BY STEP

4 things standing between your inventory and AI answers

1Agentic 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.

2llms.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.

3Content qualityAT RISK

No individual vehicle details - only generic model pricing and specs. No specific inventory listings with year, trim, mileage, VIN, or actual stock units described. Page shows templated pricing for base models only, not citation-ready for specific vehicles.

4Page renderingNEEDS WORK

Your site refuses 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 ChatGPT's search crawler, 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.

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
C
AI Readiness: C · 57/100
Your site grades C. AI engines cited you in 6 of 6 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

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 individual vehicle details - only generic model pricing and specs. No specific inventory listings with year, trim, mileage, VIN, or actual stock units described. Page shows templated pricing for base models only, not citation-ready for specific vehicles.

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
7 / 100
Example improvement
Replace generic 'Available from $36,537' with actual inventory: '2025 Subaru Forester Convenience AWD, 12,450 km, $38,995, VIN: JH2DW5240...' Include real stock units with trim levels, actual mileage, and specific pricing to make quotes factual and verifiable.

Page rendering

Can AI read your vehicle pages?

Needs work

Your site refuses 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 ChatGPT's search crawler, 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.

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
Bytes returned to a no-JS crawler fetch
337,653 chars of HTML
Vehicles readable in that HTML
Yes
Google's search crawler (Googlebot)
Probe refused — inconclusive: this crawler is verified by IP, and refusing look-alikes is standard anti-spoofing
Bing's search crawler (bingbot)
Probe refused — inconclusive: this crawler is verified by IP, and refusing look-alikes is standard anti-spoofing

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
3

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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