What are the most effective strategies for avoiding dealer hidden fees and unnecessary add-ons when buying a brand new car today?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most effective strategies for avoiding dealer hidden fees and unnecessary add-ons when buying a brand new car today?
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
2026 car buying dealer add-ons hidden fees FTC consumer advice out the door price documentation fee dealer installed accessories Google ↗
North Carolina new car dealer documentation fee law 2026 dealer fees add-ons Google ↗
- Understanding Car Add-ons - Consumer Tips · ftc.gov
- How to Spot and Avoid Unnecessary Car-Buying Fees · consumerreports.org
- Buying a New Car · ncdoj.gov
- G.S. 20-101.1 · www3.ncleg.gov
- Automobile Industry Pricing Transparency: FAQs · ftc.gov
- FTC Publishes Price Transparency FAQs for Auto Dealers · ftc.gov
- North Carolina Department of Justice · ncdoj.gov
- Federal Trade Commission · reportfraud.ftc.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 car buying dealer add-ons hidden fees FTC consumer advice out the door price documentation fee dealer installed accessories OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
North Carolina new car dealer documentation fee law 2026 dealer fees add-ons OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |