Is it better to secure an online preapproval from LightStream before negotiating the out the door price at the dealership or should I let the finance manager run my credit against captive rates?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it better to secure an online preapproval from LightStream before negotiating the out the door price at the dealership or should I let the finance manager run my credit against captive rates?
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
LightStream auto loan preapproval credit inquiry rate quote official FAQ Google ↗
CFPB auto loan dealer financing negotiate vehicle price before financing credit inquiries rate shopping window Google ↗
- FAQ · lightstream.com
- Can I negotiate a car loan interest rate with the dealer? · consumerfinance.gov
- What is a buy rate for an auto loan? · consumerfinance.gov
- How will shopping for an auto loan affect my credit? · consumerfinance.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LightStream auto loan preapproval credit inquiry rate quote official FAQ OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
CFPB auto loan dealer financing negotiate vehicle price before financing credit inquiries rate shopping window OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |