AI visibility for automotive brands

Car buyers in the GCC now ask AI which model to buy, what it costs and where to get it. We make sure your models, prices and dealer network are described accurately in those answers, in Arabic and English, market by market.

Who we work with
  • Car manufacturers
  • Distributors
  • Dealership groups
  • Luxury brands
  • EV companies
Questions buyers ask AI
  • EN

    Best luxury SUV in Saudi Arabia under SAR 400k?

  • AR

    ما أفضل سيارة كهربائية للعائلة في الإمارات؟

  • EN

    Where can I test drive a hybrid SUV in Doha?

Illustrative examples

What buyers ask AI

Illustrative examples
  1. 01 Research

    • Which 7-seat SUVs are available in the UAE?
    • ما أفضل سيارة SUV عائلية في السعودية؟
  2. 02 Compare

    • Hybrid or petrol SUV: which costs less to run in Gulf heat?
    • أيهما أفضل في حرارة الخليج: الهجينة أم الكهربائية؟
  3. 03 Decide

    • What warranty comes with a new SUV bought in Qatar?
    • وين أقدر أجرّب سيارة كهربائية في الرياض؟

Where AI gets it wrong

  1. 01

    Prices from the wrong market

    Answers quote prices from another country, or from last year's price list.

  2. 02

    Global specs, not GCC specs

    Engines, trims and features from other regions presented as available locally.

  3. 03

    Discontinued or missing models

    Old models still recommended, new launches left out.

  4. 04

    Distributor and dealer confusion

    Outdated showroom locations, old contacts or the wrong regional distributor.

  5. 05

    Warranty and service terms

    Coverage and service packages taken from other markets.

  6. 06

    EV range and charging claims

    Range and charging details that don't reflect local conditions or networks.

Sources AI relies on

  • Manufacturer global websites

    Often the default source, even when local specs and prices differ.

  • Regional distributor sites

    The most accurate local source, when AI can find and read it.

  • Dealer and showroom pages

    Locations, offers and contact details buyers act on.

  • Classifieds and listing portals

    Prices and specs that can lag behind the official ones.

  • Reviews and video content

    Road tests and comparisons that shape recommendations.

  • Automotive media

    Launch coverage and rankings AI cites in “best of” answers.

What we measure

Metrics are agreed for each engagement, by market and language.

  • Model-level visibility

    How often each model appears for its segment's key questions.

  • Price and spec accuracy

    Whether AI quotes the right prices and specs, by market.

  • Segment share of voice

    Your share of answers against competing brands in each segment.

  • Dealer and location accuracy

    Correct showrooms, service centres and contacts.

  • Arabic vs English gap

    How answers about your models differ between the two languages.

Illustrative scenario, not a client result

Arabic answers quoted last year's prices

What it looks like
Arabic buying questions pulled pricing from an outdated classifieds listing, while English answers used the current price list.
How we fix it
Corrected the source listings and published structured, market-specific price data.

Built for multi-brand groups

Many GCC distributors represent several brands across several markets. We run one consistent audit and monitoring framework across your portfolio, so brands, markets and languages can be compared side by side.

  • One framework across all your brands
  • Market-by-market comparison
  • Reporting at group and brand level

Common questions

Do you work with distributors or manufacturers?

Both. We work with manufacturers, regional distributors and dealer groups, and agree upfront which pages, listings and markets are in scope.

Can you cover several brands or markets at once?

Yes. Multi-brand and multi-market audits use the same question framework, so results are comparable across your portfolio.

How do model launches affect AI answers?

New models can take time to appear in AI answers, while old ones linger. We plan launch content and source updates so accurate information is available as early as possible.

See how AI answers your buyers' questions.

Start with an AI Visibility Audit built around your market, products and competitors.

Request an Audit