What strategies can a high-earning professional with significant student loan debt use to lower their debt-to-income ratio before applying for a mortgage?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What strategies can a high-earning professional with significant student loan debt use to lower their debt-to-income ratio before applying for a mortgage?
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). 1 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
Fannie Mae Selling Guide student loans monthly debt obligation income driven repayment deferred loans DTI calculation Google ↗
CFPB debt-to-income ratio mortgage lenders explanation Google ↗
- Monthly Debt Obligations · selling-guide.fanniemae.com
- Freddie Mac Single-Family Seller/Servicer Guide PDF · guide.freddiemac.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Fannie Mae Selling Guide student loans monthly debt obligation income driven repayment deferred loans DTI calculation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
CFPB debt-to-income ratio mortgage lenders explanation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |