A car dealer asked an AI for honest paid-search consultants. It produced a confident, ranked list — then, three follow-up questions later, admitted it had no verified way to answer at all. It admitted it lied.
Read the full unedited transcript first, with editor's notes pinned to the moments that matter. Then stick around for Visibility Is Not Truth — the analysis of what just happened and why it could change how every dealer thinks about AI search and the experts claiming to have the answers.
If you run a dealership, someone has probably told you that AI search is going to change how customers find you. They're right. Customers are already asking AI tools, which dealer to trust, who has fair prices, and who is easy to work with. Not shocking.
What I have been inundated with is people talking about it like they had the formula. Agencies with new product lines. Consultants with new acronyms. A lot of certainty from people who, as far as I can tell, are studying the same outputs the rest of us can pull up in thirty seconds.
I didn't test that theory by asking about AI search. I asked a normal business question. I told an AI system I was a car dealer looking for four to six competent, affordable, knowledgeable, and honest paid search and paid social consultants. Nothing exotic. Just a dealer trying to hire well.
The answer looked great. Then I started asking where the confidence came from. The conversation that happened is what you read. Here's more detail if you need it.