Is Aidvantage better than Nelnet when trying to qualify for the tax deduction for interest on higher education loans as a sole proprietor?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is Aidvantage better than Nelnet when trying to qualify for the tax deduction for interest on higher education loans as a sole proprietor?
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
IRS student loan interest deduction 2026 eligibility MAGI limits qualified student loans sole proprietor Google ↗
Aidvantage Nelnet federal student loan servicer tax form 1098-E interest paid IRS deduction Google ↗
- Topic no. 456, Student loan interest deduction · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Loan Servicing Information – Reporting Student Loan Interest Payments for 2025 · fsapartners.ed.gov
- 1098-E Tax Form · ed.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS student loan interest deduction 2026 eligibility MAGI limits qualified student loans sole proprietor OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
Aidvantage Nelnet federal student loan servicer tax form 1098-E interest paid IRS deduction OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |