Real ChatGPT answer · index seedqEU3hax5aDYcompleteEducation · financial aid and scholarshipscomparison
Can you contrast the perks of Earnest versus Nelnet when consolidating my undergraduate loans while trying to keep monthly payments under three hundred dollars?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you contrast the perks of Earnest versus Nelnet when consolidating my undergraduate loans while trying to keep monthly payments under three hundred dollars?
3 real searches · 1 real-search pass
Earnest student loan refinancing repayment terms monthly payment official 2026Google ↗
OBSERVEDComparison
Nelnet federal student loan consolidation Direct Consolidation Loan official repayment plans 2026Google ↗
OBSERVEDComparison
Federal Student Aid Direct Consolidation Loan weighted average interest rate benefits lost refinancing private loansGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 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
Earnest student loan refinancing repayment terms monthly payment official 2026 Google ↗
Nelnet federal student loan consolidation Direct Consolidation Loan official repayment plans 2026 Google ↗
Federal Student Aid Direct Consolidation Loan weighted average interest rate benefits lost refinancing private loans Google ↗
- What Makes Refinancing My Student Loans With Earnest Different From Other Refinancing or Consolidation Options? · help.earnest.com
- Should I consolidate or refinance my student loans? · consumerfinance.gov
- 5 Things to Know Before Consolidating Federal Student Loans · studentaid.gov
- Know Your Repayment Options · nelnet.studentaid.gov
- Earnest · savingforcollege.com
- Earnest student loan refinancing · earnest.com
- Should I consolidate my federal student loans into a federal Direct Consolidation Loan? · consumerfinance.gov
- Nelnet student loan servicing · nelnet.studentaid.gov
- Top FAQs About Income-Driven Repayment Plans · studentaid.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Earnest student loan refinancing repayment terms monthly payment official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Nelnet federal student loan consolidation Direct Consolidation Loan official repayment plans 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Federal Student Aid Direct Consolidation Loan weighted average interest rate benefits lost refinancing private loans OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |