Looking for a recommendation on the best personal loan provider for a middle class family trying to escape credit card debt trap.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for a recommendation on the best personal loan provider for a middle class family trying to escape credit card debt trap.
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
best personal loan lenders debt consolidation 2026 APR origination fees SoFi LightStream Discover Upgrade Happy Money Google ↗
CFPB debt consolidation personal loan compare APR origination fee credit card debt advice Google ↗
- Best debt consolidation loans borrowers should know now · cbsnews.com
- Best Personal Loans for Credit Card Debt · bills.com
- Best Online Lenders for Personal Loans: October 2026 Rates · bills.com
- Explore Discover loans · discover.com
- Best Debt Consolidation Loans in October 2026 · marketreview.com
- Explore SoFi loans · sofi.com
- Explore Happy Money · happymoney.com
- Explore Upgrade loans · upgrade.com
- NFCC.org · nfcc.org
- I’ve seen a lot of advertisements for companies that consolidate credit card debt. Are these legitimate? · consumerfinance.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best personal loan lenders debt consolidation 2026 APR origination fees SoFi LightStream Discover Upgrade Happy Money OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
CFPB debt consolidation personal loan compare APR origination fee credit card debt advice OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |