Which refinance company is best for a budget-conscious borrower trying to shave two percent off an eight percent federal student loan rate?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which refinance company is best for a budget-conscious borrower trying to shave two percent off an eight percent federal student loan rate?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
2026 student loan refinancing federal loans risks protections current lender rates fixed APR Google ↗
best private student loan refinance lenders 2026 fixed rates fees cosigner release SoFi Earnest Laurel Road Splash Financial Credible Google ↗
- Compare student loan refinancing companies of November 2026 · nerdwallet.com
- Best Student Loan Refinance Lenders of November 2026 · cnbc.com
- Should I Refinance Federal Student Loans? · credible.com
- Options for repaying your federal and private student loans · consumerfinance.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 student loan refinancing federal loans risks protections current lender rates fixed APR OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
best private student loan refinance lenders 2026 fixed rates fees cosigner release SoFi Earnest Laurel Road Splash Financial Credible OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |