Can I utilize federal student loans to cover non-billable technology fees and specialized software licenses required for remote computer science upper-level labs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can I utilize federal student loans to cover non-billable technology fees and specialized software licenses required for remote computer science upper-level labs?
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
Federal Student Aid cost of attendance books supplies equipment required course software fees non-billed expenses federal student loans Google ↗
34 CFR 668.2 cost of attendance books course materials supplies equipment required education expenses software Google ↗
- 20 U.S.C. § 1087ll · uscode.house.gov
- 2026–2027 Federal Student Aid Handbook · fsapartners.ed.gov
- 20 U.S.C. § 1087ll: Cost of attendance · uscode.house.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Federal Student Aid cost of attendance books supplies equipment required course software fees non-billed expenses federal student loans OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
34 CFR 668.2 cost of attendance books course materials supplies equipment required education expenses software OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |