A listing page built to be cited
Fast, static, schema-rich pages that answer the real questions buyers ask, reliability, cost to own, what to cross-shop, in grounded language built to be cited. Branded to you.

For independent and used-car dealers
Shoppers now ask ChatGPT, Copilot, and Google AI what to buy, not who to buy from. VIN Index takes the inventory feed you already export and turns every vehicle into something AI can read, cite, and link, with the buyer sent straight to you, not a listing site.
The check is free, no card, about a minute. Going live takes one feed and about an hour.
Maple Ridge Auto’s AI visibility, trending up
+5.2%AI-referred visits
before VIN Index, dashed
sample dashboard, illustrative · confirmed events only
The questions buyers now ask AI
Most reliable SUV under $20,000?
asked in ChatGPT
Best first car for a teenager?
asked in Copilot
What should I buy instead of a RAV4?
asked in Perplexity
Cheapest AWD crossover to own?
asked in Google AI
Is a 2019 Forester a good buy at 75k km?
asked in ChatGPT
Best used truck for towing under $30k?
asked in Copilot
Which hybrid holds its value best?
asked in ChatGPT
Good family minivan near me under $25k?
asked in Google AI
What does a fair all-in price look like?
asked in Perplexity
Best car for a new driver in the snow?
asked in ChatGPT
Every one of these is a chance for your car to be the answer. VIN Index makes each vehicle a source an assistant can read, cite, and link, so the buyer lands with you.
Why now
Cars.com, 2025
Cox Automotive, 2025
Pew Research, 2025
Shoppers who arrive from an AI assistant tend to be higher-intent. They already asked a question and got your car as the answer.
The trap
Listing sites take thousands a month, then outrank your own store for your own cars, surround your vehicle with competitors, and cross-sell your shopper to other dealers’ cars. You are paying to be made more dependent.
What’s a good used RAV4 near me under $25k?
The car you asked for
2020 Toyota RAV4 XLE AWDYou
Maple Ridge Auto
$23,900
Other dealers on this page — 47 results
2020 RAV4 LE
Northgate Motors
$21,450
Great deal2019 RAV4 XLE
City Auto Group
$22,900
Good deal2021 RAV4 LE
Prime Cars
$23,100
Great deal2020 RAV4 XLE
Summit Motors
$22,600
Great deal2019 RAV4 LE
Lakeshore Auto
$21,900
Great deal2021 RAV4 XLE
Metro Toyota
$24,200
Fair deal2020 RAV4 LE
Valley Motors
$22,100
Great deal2019 RAV4 XLE
Cardinal Auto
$22,750
Good deal2021 RAV4 LE
Riverside Cars
$23,400
Great deal2020 RAV4 XLE
Eastgate Motors
$22,950
Great dealCustomer lost
Gone to a competitor in the list.
Outranked
Your monthly fee funds the SEO machine that beats your own site for your own inventory.
Siphoned
Your car pulls the shopper in; the page shows them every competitor right next to it.
Cross-sold
The inquiry on your car comes to you, but the platform keeps nudging that same shopper toward other dealers’ cars, and keeps the data.
AI is the first real chance to flip it, because it cites a source instead of selling a grid of your competitors.
See the full caseHow it works
No new website, no code, nothing for your team to learn. You point the same inventory feed your other vendors already get at VIN Index, and the rest is automatic.
The same inventory feed your other vendors get, over SFTP. One-time setup, no code, no new website for your team.
Every VIN decoded, validated, and enriched, then published as pages, a live endpoint, your dashboard, and outbound feeds.
When a buyer finds your car through AI and contacts you, the lead lands in your CRM with agent-attribution attached.
Your dashboard
Shoppers ask assistants the same buying questions your showroom hears every day. We track the ones that matter in your market and show you, assistant by assistant, whether your store is the answer — then every visit, tool call, and lead that follows lands as a confirmed event, attributed back to its AI source.
One query still cites an aggregator. That is the gap the enriched pages and credit-ready facet pages go after next.
sample queries, illustrative · re-checked weekly on Core, daily on Pro
sample stream, illustrative · hit type × platform · never an estimated traffic number
The real buying queries in your market — payment, credit, cross-shop — re-run on ChatGPT, Copilot, Perplexity, and Gemini. You see exactly where you are cited, and where an aggregator still owns the answer.
Verified crawls, AI-referred visits, and agent tool calls, each tied to a platform and a vehicle. Two axes, never mixed, and never an estimated traffic number — because no honest one exists.
Every lead lands in your CRM stamped with its AI source and the vehicle it came from, so you can draw a straight line from the feed you connected to the buyer who showed up.
Your cars reach AI two ways: they get read when a buyer is already looking, and they get pushed into the AI shopping catalogs ahead of time. Every vehicle, published four ways and refreshed within an hour of any change.
Readable
AI and search crawlers can access clean, static vehicle pages, no JavaScript required.
Structured
Each VIN carries schema, specs, price, availability, dealer info, and canonical links.
Attributable
Clicks and leads from AI and search channels can be tracked back to the source.
Fast, static, schema-rich pages that answer the real questions buyers ask, reliability, cost to own, what to cross-shop, in grounded language built to be cited. Branded to you.

Assistants do not just read the page. They query your live inventory by the exact criteria a shopper cares about, pull the full spec and offer for any match, and every answer is attributed back to you.
> search_inventory({
body: "SUV",
drivetrain: "AWD",
price_max: 18000,
max_km: 100000
})
-> 2019 Subaru Forester 2.5i
VIN JF2SKADC9KH..., 74,200 km
$17,900 all-in, 8% below market
financing scenarios + condition notes
> get_vehicle("JF2SKADC...")
full spec, photos, attributed to youConfirmed events only. Never a made-up traffic number.
We format your inventory for the AI shopping catalogs, Microsoft Copilot, ChatGPT, and Google, and publish to each as it opens to feeds, refreshed about every four hours.
The outbound push
Your pages and endpoint wait to be read. This one does not. We format your inventory the way Microsoft, OpenAI, and Google each want it and feed it straight into their AI shopping catalogs, so when a shopper browses cars inside an assistant, yours is already in the index.
What the buyer does
“Show me AWD SUVs under $18,000 near Hamilton.”
asked inside Copilot shopping
The assistant answers from its shopping catalog, the index we feed your inventory into, not from a live crawl of your site.
Where your car shows up
One honest note. These shopping catalogs are shared by every seller, so this is the one surface where your car can sit near another dealer’s. Even there it carries your own link and attribution and the inquiry routes to you, while your own listing pages and endpoint stay competitor-free. Several of these programs are still rolling out, so we publish to each the moment it opens to feeds.
AI platforms decide what to crawl, cite, and rank. VIN Index gives your inventory the strongest technical foundation to be discovered.
The question every dealer asks
No. Not on day one, and that is the honest answer. Keep what is working while VIN Index builds you an owned channel where you are the cited answer, and let it carry more of the load each month. It is additive, a way to reduce the dependency over time, not a same-day rip-and-replace.
Whose side we’re on
VIN Index makes money one way: a flat monthly fee. We never broker your leads, resell your traffic, or sit between you and your buyer. The incentive is simple — your listings get cited — and the terms reflect that.

2019 Subaru Forester 2.5i
$17,900
mapleridge.vinindex.aicited · you
Leadyour CRMsource: AI
Listing marketplaces put your vehicle next to competing dealers and nudge your shopper toward other cars. They run on traffic and impressions, so they win when shoppers keep browsing. VIN Index makes your vehicle the cited source on AI answers, with no competitor carousel around it. The AI never flags your price as high, and when a shopper is cross-shopping something pricier, your car is framed as the smarter buy on real market pricing, never by knocking the other car. The shopper reaches your listing, and the inquiry comes straight to you.
You
get the inquiry, with full agent-attribution to your CRM.
The shopper
contacts you directly through your own page.
No competitors
sit beside your car or pull the shopper away.
Around your vehicle
Listing sites
Competing dealers’ listings and “similar cars” suggestions.
VIN Index
Just your vehicle, cited as the source.
What they optimize for
Listing sites
Traffic, impressions, and clicks across every listing.
VIN Index
Getting the shopper to your vehicle and your store.
Where your shopper goes next
Listing sites
Any other dealer on the platform.
VIN Index
To you.
How it makes money
Listing sites
Paid placement and ad impressions. You compete for attention on your own car.
VIN Index
A flat monthly rate. You are the answer, not one of twenty.
The inquiry
Listing sites
Routed through the marketplace.
VIN Index
Comes straight to you with the AI source attached.
Listing sites sell attention across every dealer on the page. VIN Index makes your vehicle the answer, so the shopper comes to you.
Pricing
Founder
First cohort only$199/mo
The full Pro feature set, rate locked 12 months while subscribed. First cohort only — when it fills, this closes.
Core
$399/mo
Per rooftop, from $399, sized to your lot. Always-on enrichment for your used inventory, real-time feed sync, the AI endpoint, tracked queries, outbound feeds, and your leads. No per-lead fees, ever.
Free lists your used inventory with facts-only, AI-readable pages, no card required. Pro from $699/mo adds the query-level funnel, 20 tracked AI queries refreshed daily, multi-rooftop management, and a custom domain. Paid tiers are sized to your lot; Free is unlimited. New-vehicle territories are sold separately.
Plain-English guides on how AI assistants find, read, and cite dealership inventory, and the practical playbook to make yours visible.
Run a free check on your current AI visibility. We show you how readable your inventory is to ChatGPT, Copilot, and Google AI, and what is holding you back. No card.