Are there alternative funding options for college tuition if I decide not to co-sign a student loan for my son?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there alternative funding options for college tuition if I decide not to co-sign a student loan for my son?
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
2026-27 federal student aid undergraduate Direct Loan annual limits dependent independent Parent PLUS changes July 1 2026 official Google ↗
Iowa college tuition grants scholarships state financial aid 2026-27 official Iowa College Aid Google ↗
- Federal Student Aid · studentaid.gov
- Scholarships.com · scholarships.com
- College Board BigFuture · bigfuture.collegeboard.org
- studentaid.gov · studentaid.gov
- Federal Student Loan Changes for 2026–27 | Office of Student Financial Aid · financialaid.uiowa.edu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026-27 federal student aid undergraduate Direct Loan annual limits dependent independent Parent PLUS changes July 1 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Iowa college tuition grants scholarships state financial aid 2026-27 official Iowa College Aid OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |