How AI engines recommend cars to UK buyers. Four engines, eleven categories, sixty-five brands, 7,334 answers.
Each brand's share of all AI brand-talk per category, averaged across the eleven UK categories, each weighted equally.
How many of the eleven categories each brand lands in AI's top three. Rewards consistent contention across the market, not a few narrow wins.
The same Share of AI Voice, this time totalled by the company that owns each brand. The single-brand winner and the parent-company winner are not the same.
Filter by AI engine, category, and snapshot. Click any brand to see its profile across the index.
They do not. The four engines surface different brands, at different volumes, with different warmth. A brand cannot assume one engine's result holds across the rest.
UK motoring editorial and marketplaces dominate. Carmakers' own websites earn 12.3% of citations, social platforms 4.8%.
What the rankings, engines and citations add up to for anyone deciding where to spend on AI visibility.
This index shows which brands AI recommends today. Winning that answer is a discipline, not luck. See how the biggest brands run AI visibility as a program, with a partner accountable for the outcome.
See how to win in AI visibility
