What is the most effective strategy to negotiate down the principal balance of an upside down car loan before attempting to refinance with a local credit union?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the most effective strategy to negotiate down the principal balance of an upside down car loan before attempting to refinance with a local credit union?
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
auto loan refinance negative equity credit union loan to value principal reduction lender settlement consumer advice Google ↗
CFPB auto loan refinancing negative equity principal balance lender payment application Google ↗
- Is it better to pay off the interest or principal on my auto loan? · consumerfinance.gov
- What is a loan-to-value ratio in an auto loan? · consumerfinance.gov
- Auto Loan Refinancing Scams · consumer.ftc.gov
- Auto Loan Refinance Information · lonestarcu.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
auto loan refinance negative equity credit union loan to value principal reduction lender settlement consumer advice OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
CFPB auto loan refinancing negative equity principal balance lender payment application OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |