Real ChatGPT answer · index seedH54hwSuqt3EcompleteEducation · financial aid and scholarshipscommercial
Which banks or credit unions compete best with SoFi student loan refinancing for graduates who have a moderate credit history and high debt?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which banks or credit unions compete best with SoFi student loan refinancing for graduates who have a moderate credit history and high debt?
2 real searches · 1 real-search pass
2026 student loan refinance lender eligibility credit score income debt-to-income maximum loan amount cosigner official termsGoogle ↗
OBSERVEDComparison
2026 student loan refinancing lenders moderate credit score high debt debt-to-income cosigner eligibility Earnest ELFI Laurel Road RISLA PenFed LendKeyGoogle ↗
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 (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
2026 student loan refinance lender eligibility credit score income debt-to-income maximum loan amount cosigner official terms Google ↗
2026 student loan refinancing lenders moderate credit score high debt debt-to-income cosigner eligibility Earnest ELFI Laurel Road RISLA PenFed LendKey Google ↗
- Compare student loan refinancing companies of November 2026 · nerdwallet.com
- Best Big Banks For Student Loan Refinancing in 2026 · cnbc.com
- Refinance Student Loans · navyfederal.org
- Requirements to Refinance Student Loans · elfi.com
- Best Student Loan Refinance Companies of October 2026 · money.com
- Explore Earnest · earnest.com
- Explore PenFed · penfed.org
- Best Student Loan Refinance Lenders of October 2026 · wsj.com
- Explore Splash Financial · splashfinancial.com
- Explore LendKey · lendkey.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 student loan refinance lender eligibility credit score income debt-to-income maximum loan amount cosigner official terms OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 student loan refinancing lenders moderate credit score high debt debt-to-income cosigner eligibility Earnest ELFI Laurel Road RISLA PenFed LendKey OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |