The car-buying journey just broke.
The traditional SEO and paid digital funnel still exists, but there is now a parallel journey happening inside AI search engines.
Buyers aren’t clicking through 10 links anymore. They are asking for recommendations and getting a single, compressed response that names brands and products without the user ever visiting a website.
The LLM, such as Claude ChatGPT Mastery or Perplexity, decides who to trust and who to mention based on a mix of brand content, reviews, and expert publications.
We built Engine Room to help car brands see what the AI sees.
Explore the tool here: https://engine-room.ai/




