Automotive Search & AI Visibility Benchmark
About this session
Automotive search split into two lanes in July 2026, and the brands winning each one barely overlap. Publishers take the AI citations. Automakers take the AI mentions. Ford is named in 41% of AI answers but cited in just 0.51% of them, while Edmunds is the most-cited publisher in the category at 5% and rarely the brand being recommended.
This 46-second benchmark covers holistic share of voice across the ten leading automotive domains, category leadership in EV, SUV, Truck Technology, Auto Parts and Local Services, and how citation share diverges from brand mention rate across ChatGPT, Google AI Mode, Google AI Overviews and Perplexity.
Key takeaways
- Why USNews leads automotive search at 3.9% share of voice while AutoZone grew fastest at 24.1% month over month
- How AI citation share and brand mention rate measure two different contests, and why most brands only track one of them
- Where editorial publishers lead and where retail holds ground: editorial takes four of five categories, retail wins only Auto Parts
- How Ford's 41% mention rate compares to its 0.55% citation rate, and what that gap means for OEM content strategy
- How citation share varies by platform, from 6.0% on Perplexity to 3.4% on Google AI Mode for the same publisher