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Sector: automotive

Are you in the answer to “which car should I buy?”

Choosing a car is a long piece of research, and part of that research now happens in AI answers. GeoMono asks model, service and used-car questions on five engines and records which brands you are named with and which source the answer relies on.

The free scan needs no sign-up and no card. Turkish measurement on five engines is quoted.

Named in the same answerSample view

Brands observed together in the same answer, and the associated theme:

  • Your brandprice
  • Rival Aservice
  • Rival Brange
Representative drawing: a simplified screen from the product. It is not a real measurement and holds no figures.

Challenges

Three questions automotive brands have about AI

  • 01

    Are we on the shortlist?

    When a buyer asks for options in a segment, the answer gives a short list. Not being on it means not being considered.

  • 02

    How is the service experience described?

    Forum threads and complaints about service and spare parts can enter the answer to brand questions.

  • 03

    Is the technical information right?

    Details such as equipment, warranty or range may be left over from an old model year in answers.

Example questions

The kind of questions buyers ask AI

These questions are examples, not a measurement result. The real question set is built with you and registered before measuring; it does not change once results are seen.

  • Can you recommend an economical SUV with a big boot for a family?
  • For city driving, is hybrid or diesel the better choice?
  • Which car brands have the widest service network?
  • Which car brands hold their value best when used?
  • What are the warranty terms on electric cars?

How GeoMono helps (4)

Four measurements for automotive

  1. Named in the same answerSample view

    Brands observed together in the same answer, and the associated theme:

    • Your brandprice
    • Rival Aservice
    • Rival Brange
    Representative drawing: a simplified screen from the product. It is not a real measurement and holds no figures.

    Who you are named with in segment questions

    See which brands you are observed with in questions about the same segment and which themes you are associated with: price, safety, service.

    Visibility measurement
  2. Presence on Turkish platformsSample view

    • sikayetvar.comComplaints platformpage found
    • eksisozluk.comForum and dictionarynot found
    • donanimhaber.comForum and dictionarynot measured
    • technopat.netForum and dictionarypage found
    • tr.wikipedia.orgEncyclopedianot found
    Representative drawing: a simplified screen from the product. It is not a real measurement and holds no figures.

    Complaints, forums and encyclopedia

    We check whether pages carrying your brand's name exist on platforms such as Şikayetvar, Ekşi Sözlük, DonanımHaber and Vikipedi, and separately record every address answers cite.

    Visibility measurement
  3. Claim and your pageSample view

    In the answer

    Closed at weekends.

    On your site

    We are also open on Saturdays.

    • contradicts
    • confirmed
    • could not compare
    Representative drawing: a simplified screen from the product. It is not a real measurement and holds no figures.

    Technical details and warranty terms

    We test equipment, warranty and campaign claims in answers against the pages on your site.

    Fact check
  4. Ads and answersSample view

    Your ad themeIn answers
    • Fast deliveryechoed
    • Instalmentsnot echoed
    • Expert supportnot measured
    Representative drawing: a simplified screen from the product. It is not a real measurement and holds no figures.

    Ad themes and answers

    See rivals' live ads and the themes they push beside visibility in answers.

    Ad intelligence

How we measure

Our method stands where a customer story would

There are no customer logos or quotes here: we do not use a brand's name without written permission. Instead, here are the four rules every report follows.

The full method
  1. 01

    Registered first, measured second

    The question set is registered before the measurement. No question is added or removed after the results are seen.

  2. 02

    What we could not measure is not “absent”

    When an engine errors or an answer cannot be stored, it is counted separately and kept out of every rate.

  3. 03

    Every number opens an answer

    Behind a number in the report you can read the answer and its sources.

  4. 04

    Comparisons on the same question set

    We compare two periods only when both were measured with the same question set and version.

Frequently asked questions

Can you measure our dealers too?

A question set can include dealer and service questions. We decide together which questions to measure before measuring.

Do you measure our presence on classified sites?

When classified and comparison sites are cited in answers, we record it. The platforms we check separately are complaint, forum, marketplace and encyclopedia platforms; classified sites are not on that list yet.

Can I get results per model?

Questions that name models can be added to the set; results are read with each question's answer.

See your place in car research

Let us choose together the segments and rivals you want to follow.

The free scan needs no sign-up and no card.