Real ChatGPT answer · index seedm5KYpe9CSAgcompleteFinance and banking · credit scores and repaircommercial
My credit utilization is maxed out on two cards, should I do a balance transfer or take out a personal loan today to fix my score
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My credit utilization is maxed out on two cards, should I do a balance transfer or take out a personal loan today to fix my score
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 balance transfer credit card fees personal loan credit score credit utilization guidance Google ↗
FICO credit utilization revolving balances installment loan credit score official guidance Google ↗
- How do I get and keep a good credit score? · consumerfinance.gov
- What do I need to know about consolidating my credit card debt? · consumerfinance.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
CFPB balance transfer credit card fees personal loan credit score credit utilization guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FICO credit utilization revolving balances installment loan credit score official guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |