Real ChatGPT answer · index seedgeBIkzcORHMcompleteAutomotive · auto financing and leasingcomparison
Is it better to get preapproved by a local credit union or try negotiating interest rates with dealers on the showroom floor
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it better to get preapproved by a local credit union or try negotiating interest rates with dealers on the showroom floor
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
auto loan preapproval credit union dealer financing negotiate APR dealer markup consumer advice 2026 Google ↗
CFPB auto loan dealer financing preapproval compare APR loan term out the door price Google ↗
- Can I negotiate a car loan interest rate with the dealer? · consumerfinance.gov
- Financing or Leasing a Car · consumer.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 |
|---|---|---|---|---|---|---|---|
auto loan preapproval credit union dealer financing negotiate APR dealer markup consumer advice 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
CFPB auto loan dealer financing preapproval compare APR loan term out the door price OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |