I am heading to grad school soon and trying to figure out if grad plus loans are better than private bank loans for affording graduate school debt without starving.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am heading to grad school soon and trying to figure out if grad plus loans are better than private bank loans for affording graduate school debt without starving.
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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 federal student loan changes Grad PLUS graduate professional students July 1 2026 official Department of Education OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Federal Student Aid graduate PLUS loan eligibility new borrowers July 2026 limits transition rules OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 |