Explain whether Earnest or Laurel Road is currently better for doctors trying to deduct the maximum amount of student loan interest on their taxes this year.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Explain whether Earnest or Laurel Road is currently better for doctors trying to deduct the maximum amount of student loan interest on their taxes this year.
3 real searches · 1 real-search pass
2026 tax year student loan interest deduction maximum MAGI phaseout IRS qualified education loan refinancing rulesGoogle ↗
OBSERVED
Earnest student loan refinancing doctors residency repayment terms officialGoogle ↗
OBSERVED
Laurel Road student loan refinancing doctors residency fellowship repayment terms officialGoogle ↗
OBSERVED
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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
2026 tax year student loan interest deduction maximum MAGI phaseout IRS qualified education loan refinancing rules Google ↗
Earnest student loan refinancing doctors residency repayment terms official Google ↗
Laurel Road student loan refinancing doctors residency fellowship repayment terms official Google ↗
- Internal Revenue Bulletin: 2025-45 · irs.gov
- What Is the Student Loan Interest Deduction? · nerdwallet.com
- Best Companies for Refinancing Medical School Loans of November 2026 · nerdwallet.com
- Student Loan Refinancing for Physicians (2026): 5 Compared · medmoneyguide.com
- Earnest website · earnest.com
- US Radiology Doctors · laurelroad.com
- Earnest vs Laurel Road: Student Loan Refinancing Compared · collegefinance.com
- Laurel Road website · laurelroad.com
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- 26 U.S.C. § 221: Interest on education loans · uscode.house.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 tax year student loan interest deduction maximum MAGI phaseout IRS qualified education loan refinancing rules OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Earnest student loan refinancing doctors residency repayment terms official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Laurel Road student loan refinancing doctors residency fellowship repayment terms official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |