My business cash flow is tight right now, so how do I figure out the best student loan refinancing options to help pay for my teenager's freshman year at university?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My business cash flow is tight right now, so how do I figure out the best student loan refinancing options to help pay for my teenager's freshman year at university?
3 real searches · 1 real-search pass
2026 student loan refinancing parent PLUS loans private student loans federal protections alternatives undergraduate financingGoogle ↗
OBSERVEDComparison
Federal Student Aid parent PLUS loan eligibility limits repayment options 2026 undergraduate cost payment plansGoogle ↗
OBSERVEDComparison
CFPB private student loan refinancing federal loan protections cosigner risksGoogle ↗
OBSERVEDReason
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). 2 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
2026 student loan refinancing parent PLUS loans private student loans federal protections alternatives undergraduate financing Google ↗
Federal Student Aid parent PLUS loan eligibility limits repayment options 2026 undergraduate cost payment plans Google ↗
CFPB private student loan refinancing federal loan protections cosigner risks Google ↗
- studentaid.gov · studentaid.gov
- Frequently Asked Questions · fsapartners.ed.gov
- Private lenders that refinance parent PLUS loans of November 2026 · nerdwallet.com
- Should I consolidate or refinance my student loans? · consumerfinance.gov
- [node:title] · studentaid.gov
- Loan Simulator · studentaid.gov
- Federal Student Aid website · studentaid.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 student loan refinancing parent PLUS loans private student loans federal protections alternatives undergraduate financing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Federal Student Aid parent PLUS loan eligibility limits repayment options 2026 undergraduate cost payment plans OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
CFPB private student loan refinancing federal loan protections cosigner risks OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |