How do dealership financing incentives and promotional APR rates work, and when is it better to secure an independent loan from a credit union instead?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do dealership financing incentives and promotional APR rates work, and when is it better to secure an independent loan from a credit union instead?
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
CFPB auto loan dealer financing promotional APR cash rebate compare total cost auto loan credit union preapproval Google ↗
FTC car financing dealer financing add-ons negotiate out the door price auto loan preapproval Google ↗
- What is a Finance and Insurance (F&I) department? · consumerfinance.gov
- Can I negotiate a car loan interest rate with the dealer? · consumerfinance.gov
- What is a buy rate for an auto loan? · consumerfinance.gov
- Financing or Leasing a Car · consumer.ftc.gov
- Car Dealer Ads and Promotions: Know Before You Go · consumer.ftc.gov
- Can the dealer increase the interest rate after I drive the vehicle home? · consumerfinance.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 |
|---|---|---|---|---|---|---|---|
CFPB auto loan dealer financing promotional APR cash rebate compare total cost auto loan credit union preapproval OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FTC car financing dealer financing add-ons negotiate out the door price auto loan preapproval OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |