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See which dealership AI sends the buyer to.

Track how ChatGPT, Google AI, Perplexity and Gemini answer the questions that lead to a test drive, trade-in or service booking.

See every shortlist you’re on.

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.

Seattle test drives

Caldrin Motors 4th, in 14 of 40

Hybrid SUV stock

Caldrin Motors 1st, in 37 of 40

Warranty servicing

Caldrin Motors 2nd, in 31 of 40

Used car value

Caldrin Motors 2nd, in 30 of 40

Truck trade-ins

Caldrin Motors 4th, in 21 of 40

Electric SUV leases

Caldrin Motors 4th, in 14 of 40

  • Caldrin Motors
  • Rivals
  • Your gap to first

40 AI answers per question. Height shows how many named each brand.

Explore the evidence

Give AI a reason to pick you.

Trakkr reads the pages behind every pick. When AI can’t find what it needs, Trakkr writes the fix and ships it once you approve.

  • You approve every change
  • Ships to Shopify, WordPress, Webflow and GitHub
Jexley Auto

Seattle test drives

38of 40

Why AI picks it

  • Lists weekend appointmentsJexley Auto example page
  • Shows current SUV stockJexley Auto example guide
ChatGPT says

“Lists weekend test-drive slots.”

Fix ready1 of 3
caldrin-motors.test

List weekend test-drive slots. Verify the details with the team before publishing.

Caldrin Motors

Seattle showroom

14of 40
  • Weekend test-drive times are missing.Caldrin Motors example page
“Best BMW dealership near Seattle for an X5 test drive this weekend”40 answers

Follow every pick to your site.

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

Seattle showroom

/services
214 visits
214 AI visitsExample fix

Services and fit

/solutions
96 visits
96 AI visits

About the team

/about
141 visits
141 AI visits

Contact

/contact
118 visits
118 AI visits

AI referral visits

30-day total
569 visitsFour landing pages · Illustrative AI referrals

Mini bars show 30 days of AI visits.

Google Analytics attribution

Illustrative 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.

AI search for automotive, explained.

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.

Tracked across
  • ChatGPT
  • Google
  • Perplexity
  • Gemini
Illustrative answer trace
Seattle · ChatGPT

Shopper question

Best BMW dealership near Seattle for an X5 test drive this weekend

Answer

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.

Recommendation position#1
X5 SRP

11 in stock

Local profile

Open Sat.

DealerRater

Sales proof

Commercial outcome

X5 test drive requested

One group view. Every rooftop stays legible.

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%

Harbour BMW

Seattle, WA · checked today, 08:20

84

+5.4
Rank
#1
SOV
38%
Citations
79%

X5 inventory and test-drive evidence now lead the Seattle market.

Caldrin Toyota

Bellevue, WA · checked today, 08:14

78

+1.8
Rank
#2
SOV
31%
Citations
74%

Strong inventory coverage, but fee transparency is inconsistent.

Meridian Mercedes-Benz

Lynnwood, WA · checked today, 08:06

74

+3.1
Rank
#2
SOV
28%
Citations
82%

Service citations are strong; warranty hours conflict across sources.

Morrow Lexus

Everett, WA · checked today, 07:58

71

-2.7
Rank
#3
SOV
24%
Citations
68%

CPO pages show stock, but not enough warranty proof for comparison prompts.

Westbridge Honda

Tacoma, WA · checked today, 07:52

67

+0.6
Rank
#3
SOV
21%
Citations
65%

Review evidence supports service, while model and city pages trail.

Summit Ford

Arlington, WA · checked today, 07:45

43

-8.6
Rank
#5
SOV
12%
Citations
46%

Stale truck URLs and thin trade-in proof are costing recommendation share.

Open the full readout.

Switch views to see how Trakkr breaks down visibility for automotive dealerships, from the market to the work that moves it.

Caldrin MotorsExample readout

Follow the answer to the next commercial event.

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.

ChatGPT
Recommended#1

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

    Supports rooftop
  • Google Business Profile

    Local

    Supports rooftop
  • DealerRater

    Reviews

    Supports rooftop

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

Leading alternativeSeattle European Auto
View 1 of 4

Measure answers in the context shoppers see them.

Recommendation position only makes sense when the model, prompt, city, vehicle, department, citations and date stay attached.

  1. 01Select real demand

    Build prompt groups around vehicles, markets, finance, trade-ins, service, parts and ownership questions.

  2. 02Check the answer

    Run each prompt across the selected AI engines and preserve the model, location and date.

  3. 03Measure position

    Record whether each rooftop appears, its recommendation order, competitors named and claims made.

  4. 04Trace the evidence

    Capture citations and the owned, OEM, local, marketplace, review and community sources behind the answer.

  5. 05Turn gaps into work

    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.

Questions, answered.

The practical questions behind automotive AI visibility.

AI systems can find inventory when SRPs, VDPs, feeds and marketplace listings are crawlable, current and internally consistent. Access varies by engine and visit. Trakkr records whether an answer names available models, cites an exact vehicle page and sends the shopper to a useful next step.

Be the pick.

Add your website and the questions your buyers ask. Track the answers, inspect the evidence and decide which changes to make.

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Every question your buyers askchecked daily in eight AI models