Are income share agreements or traditional student loans better for covering remaining college tuition costs after financial aid
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are income share agreements or traditional student loans better for covering remaining college tuition costs after financial aid
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
2026 federal student loan undergraduate interest rates limits income driven repayment plans official studentaid.gov Google ↗
income share agreements consumer financial protection risks regulation college tuition CFPB Google ↗
- What are the different ways to pay for college or graduate school? · consumerfinance.gov
- Paying for School and Avoiding Scams · consumer.ftc.gov
- studentaid.gov · studentaid.gov
- Interest Rates for Federal Direct Loans First Disbursed Between July 1, 2026 and June 30, 2027 · fsapartners.ed.gov
- Top FAQs About Income-Driven Repayment Plans · studentaid.gov
- Repayment Plans · studentaid.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 federal student loan undergraduate interest rates limits income driven repayment plans official studentaid.gov OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
income share agreements consumer financial protection risks regulation college tuition CFPB OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |