Is income-driven repayment better than standard 10-year repayment for managing my husband's graduate school debt while I stay home with our baby?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is income-driven repayment better than standard 10-year repayment for managing my husband's graduate school debt while I stay home with our baby?
3 real searches · 1 real-search pass
2026 federal student loan income-driven repayment plans changes October 2026 graduate loans official StudentAid.gov repayment plansGoogle ↗
OBSERVEDReason
site:studentaid.gov income-driven repayment plans spouse income married filing separately standard repayment planGoogle ↗
OBSERVEDOther / navigational
site:irs.gov student loan interest deduction married filing separately 2026Google ↗
OBSERVEDOther / navigational
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
2026 federal student loan income-driven repayment plans changes October 2026 graduate loans official StudentAid.gov repayment plans Google ↗
site:studentaid.gov income-driven repayment plans spouse income married filing separately standard repayment plan Google ↗
site:irs.gov student loan interest deduction married filing separately 2026 Google ↗
- How Marriage Affects Your Student Loan Payments · studentaid.gov
- studentaid.gov · studentaid.gov
- Topic no. 456, Student loan interest deduction · irs.gov
- Repayment Plans · studentaid.gov
- Top FAQs About Income-Driven Repayment Plans · studentaid.gov
- studentaid.gov · studentaid.gov
- Federal Student Aid Loan Simulator · studentaid.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 federal student loan income-driven repayment plans changes October 2026 graduate loans official StudentAid.gov repayment plans OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
site:studentaid.gov income-driven repayment plans spouse income married filing separately standard repayment plan OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:irs.gov student loan interest deduction married filing separately 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |