SEORCE FOR AUTOMOTIVE

Car buyers ask AI first. Be the model it suggests.

People ask ChatGPT for the best family SUV, the cheapest electric car to run and the nearest dealer with stock. SEORCE shows which models and dealers are recommended, which reviews decided it and how many test drives follow.

Sound familiar?

The shortlist forms before the showroom.

Shortlists

Your model misses the 'best for' list

  • Rivals with older models get the mention.
Dealers

One showroom gets named, others don't

  • Buyers near the newer sites never hear about them.
Reviews

A single video review decides it

  • And it's from two model years ago.

What car buyers ask AI before a test drive.

These are typical examples of what your market types into ChatGPT, Gemini and Google. Each one is a prompt you can track in AI Beacon and a topic you can map in Keyword Explorer.

Model
  • “Best family SUV”
  • “Cheapest electric car to run”
Comparison
  • “[Model] vs [rival model]”
  • “Hybrid or electric for city driving?”
Dealer
  • “Best [brand] dealer in [city]”
  • “[Brand] dealers near me”
Cost
  • “How much does [model] cost to insure?”
  • “[Model] running costs”
A week with SEORCE

A week for an automotive marketing team.

Model by model, dealer by dealer.

MONDAY

Check model prompts

See which models AI names for each need.

AI Beacon
TUESDAY

Check dealer prompts

The same question in every city.

AI Beacon
WEDNESDAY

Trace the reviews

Videos and articles behind each answer.

AI Beacon
THURSDAY

Publish comparisons

Versus pages for each model.

Content Studio
FRIDAY

Count test drives

Test-drive and brochure clicks as goals.

Web Analytics
What you'll use most

Built for models, dealers and test drives.

Model prompts

Know which models AI recommends.

Track prompts like the best family SUV or the cheapest EV to run, and see which models are named.

  • Need promptsFamily, city, towing, electric.
  • Rivals namedModel by model.
  • New launchesWatch a new model start to appear.
See AI Beacon →
Kestrel Motors · AI mentions+18%
7 AI engines + Google AI Overview, AI Mode & Search
Demo account · illustrative
Review sources

See which reviews decide the answer.

SEORCE shows the exact videos and reviews the AI used, including old model years, cited or consulted.

  • Exact sourcesDown to the video.
  • Old model yearsSpot outdated reviews still being read.
  • Where to actReviewers to brief for the new model.
See citation tracking →
Where the answer came from
youtube.com/watch?v=… · family SUV testCited
carreviews.com/…/kestrel-trail-2024Consulted
kestrelmotors.com/models/trailCited
reddit.com/r/whatcarshouldIbuy/…Cited
The exact page, thread or video
Demo account · illustrative
Test drives

Count the AI visitors who book.

Free Web Analytics tracks test-drive, brochure and finance-quote clicks as goals, with AI as its own channel.

  • GoalsTest drive, brochure, finance quote.
  • AI as a channelCompare AI visitors with organic.
  • Countries and devicesEvery report filterable.
See Web Analytics →
Goals · last 30 days
GoalTypeCompletionsRate
Book a test driveButton click6423.5%
Download brochureButton click1,3187.2%
Finance quotePage visit1180.6%
Demo account · illustrative
Dealer by dealer

See which dealers AI recommends.

Track the same prompt in every city where you have a showroom. The gaps show which dealers need attention.

Mentioned in AI answers · “best Kestrel dealer in [city]”
DealerChatGPTGoogle AI OverviewPerplexity
Birmingham✓✓–
Leeds✓––
Bristol––✓
Glasgow✓✓✓
One prompt per row, tracked every weekGaps show where to act
Demo account · illustrative

How does SEORCE help automotive brands?

SEORCE helps car brands, dealer groups and automotive retailers see which models and dealers AI engines recommend, across 7 AI engines plus Google AI Overview, AI Mode and Search, and which reviews and videos decided it. Content Studio drafts model comparisons in the brand's voice, and free Web Analytics tracks test-drive, brochure and finance-quote clicks as goals.

At a glance

Built for
Car brands, dealer groups and automotive retailers
Typical journey
Need → AI shortlist → reviews → dealer → test drive
Questions to track
Model, Comparison, Dealer, Cost
Signals to watch
Model and dealer mentions, review sources by model year, test-drive goals
Main conversion
Test drives, brochures and finance quotes
SEORCE modules
AI Beacon, Keyword Explorer, Content Studio, Web Analytics

What good looks like

  • Each model is tracked on its need prompts
  • Each dealer city is tracked
  • Reviews of the current model year are surfacing
  • Model comparisons are fair and current
  • Test drives are tracked by source
  • Dealer pages are healthy and specific

Key facts

  • Model and dealer prompts tracked across AI engines
  • Exact review sources, including outdated model-year reviews
  • Versus template for model comparisons
  • Test-drive and brochure clicks tracked as goals
  • Per project pricing for brands and dealer groups
  • Ask SEORCE, the AI agent, answers questions from your project's data, in the app and on WhatsApp (beta)
  • A free browser extension and free tools let you check any page without an account

Last reviewed 11 October 2026.

Common questions

Questions from automotive teams.

Updated 15 October 2026

Reviews accumulate over years, and newer ones take time to appear. Briefing reviewers and updating model pages helps answers reflect the current car.

Often yes. Buyers ask about dealers in their own city, and each location has different signals, from reviews to local listings.

Yes. Add a prompt per city or dealer, and see where you're named.

Yes. It shows the exact videos and articles behind each answer, including old model-year reviews.

Yes. Test-drive, brochure and finance-quote clicks can be tracked as goals.

No. It exports ready-to-publish content for your team.

Yes. Ask SEORCE is an AI agent that answers plain-language questions from your project's data, in the app and on WhatsApp. It is included for every user and is currently in beta.

Yes. The SEORCE browser extension for Chrome, Edge and Firefox audits any page you open, and the free tools check things such as AI crawler access, schema and meta tags. None of them needs an account.

Free to start

Be on the shortlist before the test drive.

Book a demo and see your models in AI answers.

3,000+ users · Priced per project, never per seat

Not ready for an account? Use the free browser extension or any of the free tools.