My daughter is starting grad school next fall and we need to figure out the best way to manage her accumulating debt without destroying our retirement savings.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My daughter is starting grad school next fall and we need to figure out the best way to manage her accumulating debt without destroying our retirement savings.
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
Federal Student Aid graduate student loan limits July 1 2026 Grad PLUS changes 2027 official Google ↗
Department of Education 2026 graduate student loan borrowing limits new law 2027 official Google ↗
- Frequently Asked Questions · fsapartners.ed.gov
- studentaid.gov · studentaid.gov
- Reimagining and Improving Student Education-Federal Student Loan Program Final Regulations · fsapartners.ed.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Federal Student Aid graduate student loan limits July 1 2026 Grad PLUS changes 2027 official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Department of Education 2026 graduate student loan borrowing limits new law 2027 official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |