What are the best refinancing options for an experienced software engineer looking to lower the interest rate on seventy thousand dollars of combined private and federal debt?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best refinancing options for an experienced software engineer looking to lower the interest rate on seventy thousand dollars of combined private and federal debt?
3 real searches · 1 real-search pass
best private student loan refinancing lenders 2026 fixed variable APR SoFi Earnest Laurel Road ELFI ratesGoogle ↗
OBSERVED
federal student loan refinancing private lender risks federal protections official StudentAid.govGoogle ↗
OBSERVED
student loan refinancing rate factors credit score income debt to income cosigner 2026Google ↗
OBSERVED
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 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
best private student loan refinancing lenders 2026 fixed variable APR SoFi Earnest Laurel Road ELFI rates Google ↗
federal student loan refinancing private lender risks federal protections official StudentAid.gov Google ↗
student loan refinancing rate factors credit score income debt to income cosigner 2026 Google ↗
- Compare student loan refinancing companies of October 2026 · nerdwallet.com
- Best Student Loan Refinance Lenders of November 2026 · cnbc.com
- Explore Earnest · earnest.com
- Explore SoFi · sofi.com
- Explore Splash Financial · splashfinancial.com
- Explore ELFI · elfi.com
- Explore LendKey · lendkey.com
- Options for repaying your federal and private student loans · consumerfinance.gov
- Should I consolidate or refinance my student loans? · consumerfinance.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best private student loan refinancing lenders 2026 fixed variable APR SoFi Earnest Laurel Road ELFI rates OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
federal student loan refinancing private lender risks federal protections official StudentAid.gov OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
student loan refinancing rate factors credit score income debt to income cosigner 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |