Real ChatGPT answer · index seedW0v607Q3sVscompleteEducation · financial aid and scholarshipscomparison
Is a private student loan comparison better done through NerdWallet or Credible when trying to protect my credit score as an 18 year old?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a private student loan comparison better done through NerdWallet or Credible when trying to protect my credit score as an 18 year old?
1 real search · 1 real-search pass
NerdWallet private student loan comparison prequalification soft credit check hard inquiry Credible soft credit check student loans cosignerGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
NerdWallet private student loan comparison prequalification soft credit check hard inquiry Credible soft credit check student loans cosigner Google ↗
- Hard and Soft Credit Inquiries: What’s the Difference? · credible.com
- Credit-Based Loans · bu.edu
- Compare Private Student Loans · nerdwallet.com
- Compare Private Student Loans · nerdwallet.com
- Federal vs. Private Student Loans: What’s the Difference? · credible.com
- Private Education Loans: Information for Students & Families · nasfaa.org