AI Study : Winners in AI in the electric car sector
Discover which brands are leading AI visibility in the hybrid and electric automotive sector.
About the study
The report explores how AI is becoming a key battleground in the electrified car market, influencing how brands are discovered, compared and recommended. In 2026, AI acts not just as a search tool, but as an intermediary that shapes consumer perception and purchase consideration.
Using AIBrandpulse360, the study compares real vehicle registration data with brand visibility and share of voice in AI systems such as ChatGPT. The findings show that higher sales do not always translate into stronger AI recommendations: some brands gain visibility in conversational environments, while others show clear gaps despite strong market performance.
Overall, the report confirms that AI visibility is becoming a demand-driving factor, not merely a reflection of sales. In this new landscape, brands must compete not only to sell more, but to be considered relevant enough for algorithmic recommendation.
What you will find
Actual Sales (Market Share) vs. AI Recommendation
Access a unique data cross-analysis between actual registrations of electrified vehicles in Spain (Q4 2025) and brand visibility in AI. Discover which manufacturers are “over-indexing” in recommendations and which suffer from a visibility deficit despite high sales volumes.
The authority sources that “train” the AI
Where does ChatGPT get its verdicts from? We reveal the map of media outlets and institutions that build the algorithmic narrative. Discover why a small group of institutional and industry media outlets account for nearly 50% of the citations the AI uses to recommend vehicles.
Brand sentiment: What does the AI actually “think”?
It is not enough for AI to mention you, how it does so matters. The report breaks down the reputational analysis of leaders such as Tesla, BYD, Kia, Hyundai, and Toyota, revealing which strengths the algorithm rewards and which frictions (such as concerns about after-sales service or maturity) hinder recommendation.
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AI visibility in the electrified car sector
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