What does dealer holdback mean on a car invoice and how can I use that number to lower the out the door price?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What does dealer holdback mean on a car invoice and how can I use that number to lower the out the door price?
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
dealer holdback car invoice how it works manufacturer holdback negotiation out the door price consumer guidance Google ↗
FTC car buying out the door price dealer fees add-ons negotiate vehicle price Google ↗
- Car Dealer Ads and Promotions: Know Before You Go · consumer.ftc.gov
- Automobile Industry Pricing Transparency: FAQs · search.ftc.gov
- What things can I negotiate when shopping for a car or auto loan? · consumerfinance.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dealer holdback car invoice how it works manufacturer holdback negotiation out the door price consumer guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FTC car buying out the door price dealer fees add-ons negotiate vehicle price OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |