AI READINESS REPORTacme.vinindex.aiJUNE 8, 2026Fix this — get listed freeFix this→

SCANNED JUNE 8, 2026 · ALL REPORTS

CITED IN 0 OF 12 AI ANSWERS

A91/100AI readiness

acme.vinindex.ai is invisible to AI shoppers.

We ran 3 real shopper queries across 4 AI engines — ChatGPT (API), Perplexity (API), Gemini (API), Claude (API). Not one answer cited your dealership. Your competitors were cited.

Fix this →See the evidence ↓

Free to get published. No card, no call.

acme.vinindex.ai

WHAT AI READS INSTEAD

<!DOCTYPE html><html lang="en" class="geist_6ebdd91a-module__QE3Yaa__variable geist_mono_42eec60-module__Gb1_vG__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="image" href="https://dealerpull.blob.core.windows.net/photos-463956/img_134219473312634725.jpg"/><link rel="preload" as="image" href="https://pub-657aa3eddd4340aa9519fe8508b20
// no vin, no trim
// nothing to cite

83 vehicle pages checked

0 citations across 4 engines

WHAT AI READS INSTEAD

<!DOCTYPE html><html lang="en" class="geist_6ebdd91a-module__QE3Yaa__variable geist_mono_42eec60-module__Gb1_vG__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="image" href="https://dealerpull.blob.core.windows.net/photos-463956/img_134219473312634725.jpg"/><link rel="preload" as="image" href="https://pub-657aa3eddd4340aa9519fe8508b20
// no vin, no trim
// nothing to cite

0 / 12

AI answers that cite acme.vinindex.ai

Vehicle pages on your site

WHO THE ENGINES CITED INSTEAD

12 other dealerships got cited in these answers. acme.vinindex.ai got cited zero times.

Every name below is a source an AI engine cited in the 12 answers we ran for you. Click any one of them to open the citation.

donnellyford.com

cited in 6 of 12 answers

ottawachryslerjeepdodge.com

cited in 4 of 12 answers

surgenorcadillacottawa.com

cited in 4 of 12 answers

surgenorottawa.com

cited in 3 of 12 answers

belairtoyota.ca

cited in 2 of 12 answers

orrmotors.com

cited in 1 of 12 answers

caronauto.ca

cited in 1 of 12 answers

ccautosales.ca

cited in 1 of 12 answers

huntclubhonda.com

cited in 1 of 12 answers

markmotorsgroup.com

cited in 1 of 12 answers

mycar.ca

cited in 1 of 12 answers

shawvilleford.com

cited in 1 of 12 answers

their own website was citednamed in Google’s answer panel

acme.vinindex.ai was cited in 0 of 12 answers.

WHERE THE CITATIONS SEND SHOPPERS

74 citations across those 12 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 74 doors actually leads:

0land on your site36land on aggregators (AutoTrader, CarGurus…)38land somewhere else (competitors, media)

FOLLOW ONE — A REAL CITATION FROM YOUR ANSWERS

cargurus.ca/Cars/s-Used-Sedan-Under-15000-Ottawa-bg6_spt384_L412564?utm

acme.vinindex.ai's car

RIVAL

YOUR CAR

RIVAL

Your one car, ringed by competitors — on cargurus.ca

“Used Sedans for Sale Under $15,000 Near Ottawa, ON - CarGurus.ca” — the shopper who clicks this citation lands on cargurus.ca's results page: every dealer's vehicles in the region, ranked and monetized by cargurus.ca — not acme.vinindex.ai'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 acme.vinindex.ai has. cargurus.ca earned the citation with your car — then wrapped it in a page of every rival dealer's inventory, ranked and monetized by cargurus.ca. The buyer you attracted is now one scroll from a dozen competitors, on a page that works for cargurus.ca and against you.

THE TEST EVERY SHOPPER RUNS NOW

We asked ChatGPT (API) what buyers ask every day

“used 4 door suv under $185,000 for sale near Ottawa, Ontario”

CHATGPT (API) · REAL ANSWER

Here are some excellent used 4‑door SUVs under $185,000 available right now near Ottawa (Stittsville/Ottawa area), all well below your budget. I've included direct links, pricing, and dealership info so you can easily explore your options:

---

1) 2025 Jeep Wrangler Sport S 4‑Door 4×4

• Price: $45,499 (or $47,499 cash price) – well under your $185K limit ([orrmotors.com](

• Mileage: 4,552 km ([orrmotors.com](

• Drivetrain: 4×4, 3.6 L V6, with remote start, touchscreen and more ([autotrader.ca](

• Location: Orr Motors, 6230 Hazeldean Rd, Stittsville (serving Ottawa area) (orrmotors.com)

• Listing: Full specs and details available on Orr Motors inventory page and AutoTrader ([orrmotors.com](

---

…

orrmotors.com ← a competitorautotrader.ca

THE FULL TEST — EVERY QUERY, EVERY ENGINE

“used 4 door suv under $185,000 for sale near Ottawa, Ontario”

ChatGPTAbsentGeminiAbsentPerplexityAbsentClaudeAbsent

“used sedan under $15,000 for sale near Ottawa, Ontario”

ChatGPTAbsentGeminiAbsentPerplexityAbsentClaudeAbsent

“used Chevrolet under $15,000 for sale near Ottawa, Ontario”

ChatGPTAbsentGeminiAbsentPerplexityAbsentClaudeAbsent

acme.vinindex.ai is not in this answer. We ran 3 shopper queries across 4 AI engines — not one of the 12 answers cited you.

THE FIX — HOW VIN INDEX WORKS

We make acme.vinindex.ai 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:

acme.vinindex.ai/answers

VIN INDEX ANSWER · acme.vinindex.ai

“used 4 door suv under $185,000 for sale near Ottawa, Ontario”

acme.vinindex.ai has matching vehicles near Ottawa — including a 2017 Chevrolet Trax, each on its own page built for AI to read, quote, and route the shopper to you.

2017 Chevrolet Trax

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 — a system that keeps acme.vinindex.ai 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.

1Every VIN optimized — not a sample

Your whole feed is rebuilt for AI: a fast, server-rendered page per vehicle with full Vehicle schema, a plain-text twin crawlers can read, structured specs, market position, financing scenarios, and an answer-first summary engines can quote — refreshed within an hour of every inventory change.

EVERY VIN · ~1H FRESH

2The facet factory

For every question shoppers actually ask — “best used truck under $40k near 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 win, you win.

A PAGE PER SHOPPER QUESTION

3We track the real queries — demand builds the pages

You just saw the first turn: we ran 3 live queries on acme.vinindex.ai 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

4We hand AI agents a direct line to your inventory

Beyond pages, your live inventory is exposed as a tool AI assistants and shopping agents can call directly. When one goes looking for matching cars, it queries your stock in real time and routes the shopper straight back to you — structured, current, and attributed to you.

MCP + WEBMCP AGENT ENDPOINT

5We publish where shoppers already are

Syndication feeds push your vehicles into ChatGPT, Microsoft Copilot and Google's shopping surfaces on a rolling refresh — so you show up inside the tools 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 surface and the lead lands in your inbox or CRM — never brokered, never shared with another dealer. And you get first-party proof: which engines cited you, which agents pulled your inventory, which pages earned the visit.

FIRST-PARTY ATTRIBUTION

Fix this →or see what the paid tiers add →

WHY THIS HAPPENS

What shoppers see vs. what AI can read

SHOPPERS SEE THIS

<!DOCTYPE html><html lang="en" class="geist_6ebdd91a-module__QE3Yaa__variable geist_mono_42eec60-module__Gb1_vG__variable"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" as="image" href="https://dealerpull.blob.core.windows.net/photos-463956/img_134219473312634725.jpg"/><link rel="preload" as="image" href="https://pub-657aa3eddd4340aa9519fe8508b20e05.r2.dev/photos/6eac4a79-4d94-4e1a-83e1-84d2e5b5dc52/L4-007/0.webp"/><link rel="preload" as="image" href="https://pub-657aa3eddd4340aa9519fe8508b20e05.r2.dev/photos/6eac4a79-4d94-4e1a-83e1-84d2e5b5dc52/AA1578A/0.webp"/><link rel="preload" as="image" href="https://pub-657aa3eddd

AI READS THIS

STEP BY STEP

1 thing standing between your inventory and AI answers

1Content qualityAT RISK

Fuel economy figures (8.7/6.5 L/100km) lack source attribution and appear inconsistent with EPA/NHTSA data for 2017 Trax turbocharged models; comparison claims (55% below HR-V/CX-3) are unverified market assertions

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.

DON'T TAKE OUR WORD FOR IT

AI Readiness: A · 91/100

Your site grades A. AI engines cited you in 0 of 12 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.

Content quality

Is your vehicle text worth citing?

Failing

The fixVIN Index does this

VIN Index enriches each listing with a factual condition narrative and market context an assistant can lift verbatim 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: 8 / 100
Example improvement: Add source citations for safety ratings (e.g., 'NHTSA 5-star front/side crash') and fuel economy (e.g., 'per EPA estimates'), verify competitive pricing claims with regional market data, and include inspection/service history details to strengthen credibility for a higher-mileage vehicle

Page rendering

Can AI read your vehicle pages?

Passing

A no-JavaScript crawler received 71,086 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 GPTBot and ClaudeBot read), count the readable vehicles, and probe whether specific AI crawler user-agents get 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 GPTBot: 71,086 chars of HTML
Vehicles readable in that HTML: Yes

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: 4

Agentic capability

Can AI do anything with your inventory?

Passing

A live agent endpoint answered and advertises the actions buyers ask for — search your stock, pull a specific vehicle, check availability. An assistant can act on your inventory, not just read a page built for human eyes.

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: Detected
Real-time availability: Detected
Financing scenarios: None detected
Trade-in appraisal: None detected
Structured lead with attribution: None detected
Zero-setup discovery files: Detected
ChatGPT Shopping feed: None detected
Copilot / UCP feed: None detected

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.

GPTBot: Allowed
OAI-SearchBot: Allowed
ChatGPT-User: Allowed
ClaudeBot: Allowed
Claude-SearchBot: Allowed
PerplexityBot: Allowed
Google-Extended: Allowed
Googlebot: Allowed

Per-crawler probe (real user-agents)

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.

OAI-SearchBotGooglebotbingbotPerplexityBot

On-demand fetchers

Fetch your page when a shopper asks an assistant to “check this dealer.” A block breaks that.

ChatGPT-UserClaude-User

Training crawlers

Crawl to train models. Blocking these only opts you out of free training — you stay citeable in search.

GPTBotClaudeBot

llms.txt / sitemap / discovery

Can AI discover you the modern way?

Passing

Your sitemap lists 83 vehicle pages, an llms.txt guides assistants to them, and a machine-readable agent card advertises a callable endpoint. An AI can discover your whole inventory and how to query it with zero setup — this is the gold standard.

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: Found
/.well-known/agent-card.json: Found
Sitemap lists vehicle pages: 83 VDP URLs

Get your inventory in the answers. Start free.

The free plan publishes your inventory structured for AI to read — the foundation, at no cost. No card, no call, live in about an hour.

Fix this →See the plans →