How do professional car buyers negotiate the out the door price on a new vehicle without getting tricked by sales tactics?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do professional car buyers negotiate the out the door price on a new vehicle without getting tricked by sales tactics?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
FTC car buying dealer add-ons out the door price consumer advice 2025 Google ↗
CFPB auto loan dealer financing add-ons consumer advice Google ↗
- What things can I negotiate when shopping for a car or auto loan? · consumerfinance.gov
- What is a Finance and Insurance (F&I) department? · consumerfinance.gov
- Car dealerships can’t charge you for add-ons you don’t want · consumer.ftc.gov
Queries
2 queries · click a column to sort