Real ChatGPT answer · index seedBqQLHumuu8wcompleteFinance and banking · budgeting and savingcomparison
Is refinancing student loans through Earnest better than staying on the federal income driven repayment plan for a household with one income?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is refinancing student loans through Earnest better than staying on the federal income driven repayment plan for a household with one income?
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.
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
Earnest student loan refinancing federal loans benefits protections repayment terms hardship unemployment 2026 Google ↗
Federal Student Aid income-driven repayment plans 2026 current rules spouse income married filing separately 2026 Google ↗
- Top FAQs About Income-Driven Repayment Plans · studentaid.gov
- Repayment Plans · studentaid.gov
- How Marriage Affects Your Student Loan Payments · studentaid.gov
- What Makes Refinancing My Student Loans With Earnest Different From Other Refinancing or Consolidation Options? · help.earnest.com
- [node:title] · studentaid.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Earnest student loan refinancing federal loans benefits protections repayment terms hardship unemployment 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Federal Student Aid income-driven repayment plans 2026 current rules spouse income married filing separately 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |