What foundational steps should a retired grandparent take to evaluate whether consolidating family student debt makes financial sense?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What foundational steps should a retired grandparent take to evaluate whether consolidating family student debt makes financial sense?
3 real searches · 1 real-search pass
Federal Student Aid Direct Consolidation Loan weighted average interest rate federal benefits private refinance student loans officialGoogle ↗
OBSERVEDOther / navigational
CFPB student loan refinancing federal loans protections co-signer retirement fixed incomeGoogle ↗
OBSERVEDOther / navigational
IRS student loan interest deduction refinancing family member student loan officialGoogle ↗
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
Federal Student Aid Direct Consolidation Loan weighted average interest rate federal benefits private refinance student loans official Google ↗
CFPB student loan refinancing federal loans protections co-signer retirement fixed income Google ↗
IRS student loan interest deduction refinancing family member student loan official Google ↗
- What is a co-signer for a student loan? · consumerfinance.gov
- Should I consolidate or refinance my student loans? · consumerfinance.gov
- Should I consolidate my private student loans? · consumerfinance.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Topic no. 456, Student loan interest deduction · irs.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Federal Student Aid Direct Consolidation Loan weighted average interest rate federal benefits private refinance student loans official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
CFPB student loan refinancing federal loans protections co-signer retirement fixed income OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
IRS student loan interest deduction refinancing family member student loan official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |