Measure dealership AI visibility by recording whether relevant answers name your dealership, which exact pages they cite, and whether those visits produce inquiries. Keep the questions and assistants consistent between comparisons. Your website analytics supplies a different view: identifiable referrals and the actions visitors take after arriving.
Choose the evidence that answers your question
| Signal | Where to check | What it establishes |
|---|---|---|
| Indexed page | Search Console URL Inspection | The search engine has indexed the URL; a recommendation is a separate outcome. |
| Dealer mention | Saved answer text | The answer names your store for that question. |
| Exact citation | Answer source links | The answer references a particular page, which might belong to your store or a third party. |
| AI referral session | GA4 session source/medium | A measured visit retains an identifiable assistant source. |
| Direct session | GA4 traffic acquisition | A visit has no clear attributed source. AI is one possible origin. |
| Crawler or tool activity | Server logs and tool records | A system fetched a resource or called a tool; this is distinct from a human visit. |
| Confirmed inquiry | Delivered lead and CRM record | A person contacted the dealership. Check attribution and deduplication separately. |
Build a repeatable local question panel
Choose questions that reflect what you actually sell and where you operate: a used SUV within a stated budget, a vehicle with seven seats, or dealerships serving your town. Keep questions that name your business in a separate branded group. Otherwise brand recognition can hide weak discovery on unbranded questions.
- Record the exact question, location, language, assistant, interface and whether web search is enabled.
- Save the date, answer text and complete cited URLs. Record whether your store is named independently of whether its website is cited.
- Repeat at a consistent cadence. Preserve failed requests as failures rather than recording them as an absent recommendation.
- Compare the same question and assistant pairs. Report the number of successful answers and the measurement window beside every percentage.
A small monitored panel describes those observations. It does not reveal every question shoppers ask. The Ottawa market report shows how a saved question sample can make its engines, dates and denominators visible.
Read AI and Direct traffic together in GA4
Open Traffic acquisition and use Session source / medium. Look for sources such as chatgpt.com, perplexity.ai and other assistants, including relevant tagged sources. Document the matching rules so a change in classification does not masquerade as traffic growth.
Some assistant clicks lose referral information. Google defines Direct as traffic without a clear referral source; it also includes other untagged or unattributed visits. Compare Direct volume, landing pages and engagement alongside identifiable AI referrals. A Direct entry to a vehicle page is a useful investigation lead, not proof that ChatGPT sent it.
Use equal date windows and label both periods. Compare sessions with sessions, and include counts beside percentage increases. Direct visits landing beyond the homepage are a subset of Direct: adding the two would double-count visits. Recent GA4 dates can still be revised as processing completes.
Use first-party search reporting
Google’s dedicated generative AI performance reports show impressions and the pages appearing in its AI features. Keep this visibility separate from a record of individual answers. Bing AI Performance reports cited pages and grouped grounding queries across its supported experiences. Neither is a complete log of conversations across all assistants.
Connect a published page to an observed citation
For each important page, keep its canonical URL and publication date. Match the full cited URL, including known redirected aliases, and confirm the observation occurred after publication. Record the first citation, latest citation and distinct observation days. A citation to your homepage does not establish that a particular vehicle listing earned the reference.
VIN Index records saved answers and exact-page citation evidence alongside connected dealer-site GA4 reporting. Use the product workflow to see how publishing and measurement fit together, and the ChatGPT guide to turn missing answers into practical improvements.
Your monthly review
Check access and indexing first, then question relevance, citations, visits and inquiries. Keep a dated change log for content, inventory, website tracking and other marketing activity. If a page has not been recrawled or the sample is tiny, collect more evidence before treating a quiet month as a reason to create more pages.