is it better to get a credit union auto loan preapproval or use dealer financing as a first time buyer with limited credit history
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
is it better to get a credit union auto loan preapproval or use dealer financing as a first time buyer with limited credit history
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). 1 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 preapproval compare dealer financing credit union auto loan shopping multiple inquiries rate shopping Google ↗
FTC buying a car dealer financing compare loan preapproval auto loan Google ↗
- How will shopping for an auto loan affect my credit? · consumerfinance.gov
- How does a lender decide what interest rate to offer me on an auto loan? · consumerfinance.gov
- comparing auto financing · consumerfinance.gov
- financing a car · consumer.ftc.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
CFPB auto loan preapproval compare dealer financing credit union auto loan shopping multiple inquiries rate shopping OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FTC buying a car dealer financing compare loan preapproval auto loan OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |