CarGenius Insights: AI for Automotive Retail
Thought leadership on AI, automotive commerce, and the future of car buying.
When the Customer Sends an Agent
AI agents are starting to shop for cars. What happens when bots compare inventory, request quotes, negotiate deals and transact for buyers?
Why Yelp Matters for Car Dealers in AI Search
For years, many dealers could afford to treat Yelp as a secondary reputation channel. The OpenAI-Yelp relationship changes that.
Does Reddit Still Matter for AI Car Shopping Searches?
Reddit was heavily cited in ChatGPT AI Search results, but things have changed. We look at the latest trends, especially for car dealers.
How Google AI Overviews, AI Mode and Gemini Differ
Google AI Overviews, AI Mode and Gemini are related but not the same. A plain-English guide to how they differ, how large each has become, and why it matters for car dealers
AI Optimization for Dealers: What Matters
The CarGenius framework for dealer AI visibility: what we measure (visibility, sentiment, and competition across Find, Buy, and Service) and what moves it.
Introducing Dealer AI Visibility Reports
Public reports showing which dealerships AI assistants actually recommend, brand by brand and metro by metro - starting with Toyota across the 25 largest US metros.
of car shoppers now start with AI
higher conversion with AI search
instant answers for every shopper
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