Real ChatGPT answer · index seedEmfaLU4F1I4completeFinance and banking · credit scores and repaircomparison
Is a joint auto loan better than co-signing for my college-age daughter when it comes to protecting my own credit score from accidental late payments
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a joint auto loan better than co-signing for my college-age daughter when it comes to protecting my own credit score from accidental late payments
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 co-signer auto loan late payments credit report joint borrower responsibility Google ↗
Experian co-signed auto loan late payment credit report joint auto loan co-borrower Google ↗
- Should I agree to co-sign someone else’s car loan? · consumerfinance.gov
- Cosigning a Loan FAQs · consumer.ftc.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
CFPB co-signer auto loan late payments credit report joint borrower responsibility OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Experian co-signed auto loan late payment credit report joint auto loan co-borrower OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |