Real ChatGPT answer · index seedog9UP2gv2p8completeEducation · financial aid and scholarshipscomparison
Compare federal Direct PLUS loans and private graduate student loans regarding aggregate borrowing limits and death discharge provisions.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare federal Direct PLUS loans and private graduate student loans regarding aggregate borrowing limits and death discharge provisions.
3 real searches · 1 real-search pass
Federal Student Aid Grad PLUS loan limits aggregate limit cost of attendance death discharge private student loans death discharge comparison 2026Google ↗
OBSERVEDComparison
Federal Student Aid 2026 graduate professional student loan limits Grad PLUS phase out July 1 2026 aggregate limitsGoogle ↗
OBSERVEDConsequence
private graduate student loans aggregate borrowing limits death discharge lender policy CFPBGoogle ↗
OBSERVEDComparison
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). 3 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
Federal Student Aid Grad PLUS loan limits aggregate limit cost of attendance death discharge private student loans death discharge comparison 2026 Google ↗
Federal Student Aid 2026 graduate professional student loan limits Grad PLUS phase out July 1 2026 aggregate limits Google ↗
private graduate student loans aggregate borrowing limits death discharge lender policy CFPB Google ↗
- everycrsreport.com · everycrsreport.com
- 20 U.S.C. § 1087e: Terms and conditions of loans · uscode.house.gov
- Complete PLUS Loan Credit Counseling · studentaid.gov
- studentaid.gov · studentaid.gov
- 34 CFR § 685.212 - Discharge of a loan obligation. | Electronic Code of Federal Regulations (e-CFR) | US Law · law.cornell.edu
- Required Actions When a Student Dies · fsapartners.ed.gov
- What happens to my student loans if I die or become disabled? · consumerfinance.gov
- 116TH CONGRESS · congress.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Federal Student Aid Grad PLUS loan limits aggregate limit cost of attendance death discharge private student loans death discharge comparison 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Federal Student Aid 2026 graduate professional student loan limits Grad PLUS phase out July 1 2026 aggregate limits OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
private graduate student loans aggregate borrowing limits death discharge lender policy CFPB OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |