What steps do I need to take to check my credit report for errors before applying for a major debt consolidation loan to lower our family monthly expenses?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What steps do I need to take to check my credit report for errors before applying for a major debt consolidation loan to lower our family monthly expenses?
3 real searches · 1 real-search pass
site:consumerfinance.gov credit report dispute errors how to dispute credit reporting companies furnisher 30 daysGoogle ↗
OBSERVEDOther / navigational
site:annualcreditreport.com free weekly credit reports officialGoogle ↗
OBSERVEDOther / navigational
site:consumer.ftc.gov credit report errors dispute identity theft debt consolidation loan feesGoogle ↗
OBSERVEDOther / navigational
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
site:consumerfinance.gov credit report dispute errors how to dispute credit reporting companies furnisher 30 days Google ↗
site:annualcreditreport.com free weekly credit reports official Google ↗
site:consumer.ftc.gov credit report errors dispute identity theft debt consolidation loan fees Google ↗
- Submit dispute · experian.com
- Submit dispute · equifax.com
- Submit dispute · dispute.transunion.com
- How do I dispute an error on my credit report? · consumerfinance.gov
- How long does it take to repair an error on a credit report? · consumerfinance.gov
- Is it possible to remove accurate but negative information from my credit report? · consumerfinance.gov
- Spot the scams when fixing your credit · consumer.ftc.gov
- NFCC.org · nfcc.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
site:consumerfinance.gov credit report dispute errors how to dispute credit reporting companies furnisher 30 days OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:annualcreditreport.com free weekly credit reports official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:consumer.ftc.gov credit report errors dispute identity theft debt consolidation loan fees OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |