Seattle test drives
Why AI picks it
- Lists weekend appointmentsJexley Auto example page
- Shows current SUV stockJexley Auto example guide
ChatGPT says
“Lists weekend test-drive slots.”
Track how ChatGPT, Google AI, Perplexity and Gemini answer the questions that lead to a test drive, trade-in or service booking.
Buyers ask the same thing a hundred ways, and each question gets its own picks. Track the questions that matter and see how far you are from the top.
Caldrin Motors 4th, in 14 of 40
Caldrin Motors 1st, in 37 of 40
Caldrin Motors 2nd, in 31 of 40
Caldrin Motors 2nd, in 30 of 40
Caldrin Motors 4th, in 21 of 40
Caldrin Motors 4th, in 14 of 40
40 AI answers per question. Height shows how many named each brand.
Explore the evidenceTrakkr reads the pages behind every pick. When AI can’t find what it needs, Trakkr writes the fix and ships it once you approve.
Why AI picks it
ChatGPT says
“Lists weekend test-drive slots.”
List weekend test-drive slots. Verify the details with the team before publishing.
Connect Google Analytics to see AI referral visits and landing pages. Recorded conversions depend on the events and values configured in your property.
30 days · AI referral visits
Mini bars show 30 days of AI visits.
Google Analytics attributionIllustrative automotive dealerships example. All providers, products, answers, counts and results in this demo are fictional. Verify facts before using an example draft. Industry-specific evidence and measurement caveats follow below.
Dealership AI visibility software measures whether ChatGPT, Google AI, Perplexity and Gemini mention, rank and cite each rooftop when shoppers ask about vehicles, finance, trade-ins, service or parts. Dealer groups use the results to correct stale facts, strengthen inventory and department pages, improve third-party evidence and focus each team on the gaps most likely to affect a visit or booking.
Shopper question
Best BMW dealership near Seattle for an X5 test drive this weekend
Harbour BMW is the strongest fit. Its current X5 inventory, direct test-drive route and local review evidence make the next step easy to verify.
11 in stock
Open Sat.
Sales proof
Commercial outcome
X5 test drive requested
See which franchises are gaining recommendation share, which market is slipping and which evidence gap is creating the difference.
Northline Automotive Group
Six rooftops · Puget Sound market
All names and figures in this product demonstration are illustrative.
Group visibility
69
Prompts won
193
Citation coverage
69%
| Rooftop | Visibility | 30d | SOV | Rank | Won / missed | Citations | Inventory |
|---|---|---|---|---|---|---|---|
Harbour BMW Seattle, WA · Seattle European Auto | 84 | +5.4 | 38% | #1 | 46 / 12 | 79% | 96% |
Caldrin Toyota Bellevue, WA · Evergreen Toyota | 78 | +1.8 | 31% | #2 | 39 / 17 | 74% | 93% |
Meridian Mercedes-Benz Lynnwood, WA · Sound Mercedes-Benz | 74 | +3.1 | 28% | #2 | 34 / 19 | 82% | 89% |
Morrow Lexus Everett, WA · Lexus of Lakeview | 71 | -2.7 | 24% | #3 | 29 / 23 | 68% | 91% |
Westbridge Honda Tacoma, WA · South Sound Honda | 67 | +0.6 | 21% | #3 | 27 / 25 | 65% | 86% |
Summit Ford Arlington, WA · Cascade Ford | 43 | -8.6 | 12% | #5 | 18 / 39 | 46% | 58% |
Attention
Summit Ford fell 8.6 points. Its F-150 inventory routes are stale, trade-in evidence is thin and repeated appraisal complaints support Cascade Ford instead.
Seattle, WA · checked today, 08:20
84
+5.4X5 inventory and test-drive evidence now lead the Seattle market.
Bellevue, WA · checked today, 08:14
78
+1.8Strong inventory coverage, but fee transparency is inconsistent.
Lynnwood, WA · checked today, 08:06
74
+3.1Service citations are strong; warranty hours conflict across sources.
Everett, WA · checked today, 07:58
71
-2.7CPO pages show stock, but not enough warranty proof for comparison prompts.
Tacoma, WA · checked today, 07:52
67
+0.6Review evidence supports service, while model and city pages trail.
Arlington, WA · checked today, 07:45
43
-8.6Stale truck URLs and thin trade-in proof are costing recommendation share.
Switch views to see how Trakkr breaks down visibility for automotive dealerships, from the market to the work that moves it.
Select a real dealership question, then switch engines. The recommendation, cited sources, competitor and likely next action all change together.
Every prompt preserves the market, model, department, engine and check date. That context makes changes explainable.
Selected intent
Shortlist a rooftop, confirm a suitable X5 and book a visit.
Answer readout
Harbour BMW is the strongest fit for an X5 test drive this weekend. Its site shows matching X5 inventory and a direct booking path, with recent local reviews that mention the sales handover.
Evidence used
Harbour BMW X5 SRP
Inventory
Google Business Profile
Local
DealerRater
Reviews
Observed gap
Weekend appointment availability is stated, but not tied to each VDP.
Next work item
Add a test-drive availability module to every in-stock X5 VDP.
Likely next event
X5 test drive requested
Inventory, OEM facts, local listings, marketplaces, reviews and independent coverage either support the rooftop or make the competitor easier to trust.
Source in the answer set
Northline
Competitor
Owned
Strong model pages; thin trade-in and warranty explanations.
Owned
Current for four rooftops; stale truck URLs weaken Summit Ford.
Manufacturer
Franchise and authorised service status are consistent.
Local
Service hours conflict at one rooftop; competitors are more consistent.
Marketplace
Inventory supports both shortlists; dealer fee evidence is uneven.
Editorial
Model and valuation context is cited, with few rooftop-specific signals.
Marketplace
Vehicle availability is visible, but offer terms do not always agree.
Vehicle history
CPO vehicle history is present and useful for comparison prompts.
Reputation
Service praise helps; repeated appraisal complaints hurt trade-in prompts.
Community
The group has little independent coverage for ownership and service questions.
Why the answer moves
3 source gaps
The dealer site proves inventory, while local hours, fee clarity and independent reputation decide who gets recommended. Trakkr keeps the answer and the evidence in the same view.
Each department has its own questions, proof and conversion. A strong inventory answer does not fix weak warranty or trade-in evidence.
Question
Who has this trim in stock today?
Evidence
SRPs, VDPs, OEM listings, marketplaces
Next event
VDP view or test drive
Question
Is dealer CPO worth the premium?
Evidence
Warranty, inspection, vehicle history, reviews
Next event
CPO enquiry
Question
What is the real payment and total due?
Evidence
Current offers, disclosures, OEM incentives
Next event
Finance application
Question
How will my truck be valued with a payoff?
Evidence
Valuation guide, process, reviews, local demand
Next event
Appraisal started
Question
Where should I book the 40,000-mile service?
Evidence
Department pages, hours, menus, reviews
Next event
Service booking
Question
Can this dealer complete my recall?
Evidence
OEM authorisation, recall guidance, booking details
Next event
Warranty visit
Question
Where can I get OEM roof bars fitted?
Evidence
Parts catalogue, fitment detail, local availability
Next event
Parts enquiry
Question
Can I charge this SUV at home?
Evidence
Model pages, OEM guidance, local charging context
Next event
EV lead or booking
Every work item starts with an observed prompt or source gap. No generic checklist, and no action without a reason.
Northline group queue
Findings ranked by observed answer and source gap
An old offer is still indexed and cited by Gemini.
Website and local profile disagree on Saturday service.
Vehicle pages name CPO without explaining warranty or inspection.
Inventory is current, but market and fee context are fragmented.
Department and rooftop facts are not consistently separated.
Sold truck pages resolve to weak or stale destinations.
A competitor has broader independent inventory evidence.
Slow appraisal follow-up appears repeatedly in reviews.
The form does not explain payoff, condition or appraisal.
Recommendation position only makes sense when the model, prompt, city, vehicle, department, citations and date stay attached.
Build prompt groups around vehicles, markets, finance, trade-ins, service, parts and ownership questions.
Run each prompt across the selected AI engines and preserve the model, location and date.
Record whether each rooftop appears, its recommendation order, competitors named and claims made.
Capture citations and the owned, OEM, local, marketplace, review and community sources behind the answer.
Connect a lost prompt to the specific fact, page, feed, review pattern or source that can change it.
Results vary by city, vehicle, department, model and date. The Northline group, rooftop names, scores, prompts and outcomes on this page are deterministic illustrative data. They show how the product works, not a benchmark or a finding about any real dealership.
The practical questions behind automotive AI visibility.
Add your website and the questions your buyers ask. Track the answers, inspect the evidence and decide which changes to make.
Every question your buyers askchecked daily in eight AI models