Help AI shoppers find your dealership and the right car on your lot.
VIN Index turns your inventory feed and dealership facts into readable vehicle listings and useful buyer answers. See where your dealership appears, which pages assistants cite and what to improve next.
Works alongside your existing website. Start with a website check; no feed or card needed.
From your inventory feed to an answer a shopper can use.
A vehicle question needs current stock. A trade-in or buying-process question needs your actual policies. VIN Index brings those facts into pages that shoppers and assistants can read.
Find the gap
Start with website readability and relevant shopper questions. See which dealerships and sources assistants use before deciding what to build.
Publish the facts
Connect your authorized inventory feed. Give each vehicle a readable page with its price, mileage, availability, seller and direct inquiry path.
Answer the buying question
Create useful pages around supported stock and confirmed dealership information, with your publishing authorization. Give shoppers something concrete to compare.
Track what gets found
Review saved answers and exact cited URLs. Keep inventory current and measure identifiable visits and inquiries separately.
Choose the work your dealership needs.
Automotive SEO, AI visibility monitoring and inventory publishing can work together. Compare the job each does before choosing a service.
| Approach | Main job | Evidence to inspect | A fit when |
|---|---|---|---|
| Website and local SEO | Improve your website, search listings and business information. | Readable pages, consistent profiles, search impressions and clicks. | Your existing website or local presence needs attention. |
| AI visibility monitoring | Observe which dealerships and sources appear for selected questions. | Saved answers, mentions, cited URLs and changes over time. | You need to see where you appear and which information is missing. |
| VIN Index publishing and reporting | Publish feed-backed vehicle pages and authorized buyer answers alongside your site, then track observed visibility. | Current listings, useful answer pages, exact-page citations and recorded inquiries. | You want a maintained inventory and answer layer, with evidence of what gets discovered. |
These approaches overlap; an agency or software provider may cover more than one. With VIN Index, inquiries on a dealer’s inventory pages go to that dealer. Compare current plans and included features.
Published results snapshot ·
From missing answers to measured citations.
An Ottawa used-car dealership published buyer-answer pages with VIN Index. Here is what its recorded checks showed.
- Matched question–assistant pairs naming or citing the dealer
- 0 → 10 of 21
- Time from its first answer page to its first recorded page citation
- 14 days
- Checks citing its VIN Index pages in the final 14 days
- 171 across 37 questions
One dealership’s observed results, measured through September 28, 2026. These are saved test answers, not visitor or lead counts.
How this snapshot was measured
The matched comparison uses the same 21 unbranded question–assistant pairs in their first and latest ten-day measurement windows, between July 18, 2026 and September 28, 2026. A pair counts when the dealer is named or its own site is cited at least once in that window.
The first page was published August 9, 2026; its first recorded VIN Index page citation was August 23, 2026. The final 14-day figure counts checks with a citation on the dealer’s VIN Index host. It does not establish that the same outcome will occur for another dealership.
Start with the gap you can fix.
Check your dealership’s website, then decide whether you need clearer vehicle data, stronger buyer answers or a better view of where you appear.
Make your next decision with evidence
- Test your dealership’s visibility in ChatGPT
- Compare automotive SEO, AEO and GEO
- Check a vehicle’s discoverability
- Understand citations, referrals and measurement
Recommendation and indexing decisions belong to each search or AI platform. VIN Index supplies the publishing and measurement workflow.