Real ChatGPT answer · index seeds7JkBLcX1x0completeEducation · financial aid and scholarshipscomparison
Compare SoFi and Earnest for refinancing my MBA loans while managing a fluctuating small business income
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare SoFi and Earnest for refinancing my MBA loans while managing a fluctuating small business income
3 real searches · 1 real-search pass
SoFi student loan refinancing variable income self employed eligibility repayment options MBA loans 2026Google ↗
OBSERVEDComparison
Earnest student loan refinancing self employed income eligibility flexible repayment terms 2026Google ↗
OBSERVEDComparison
SoFi vs Earnest student loan refinance rates fees cosigner release unemployment protection 2026Google ↗
OBSERVEDComparison
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). 2 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
SoFi student loan refinancing variable income self employed eligibility repayment options MBA loans 2026 Google ↗
Earnest student loan refinancing self employed income eligibility flexible repayment terms 2026 Google ↗
SoFi vs Earnest student loan refinance rates fees cosigner release unemployment protection 2026 Google ↗
- SoFi vs Earnest: Student Loan Refinance Compared (2026) · financialist.com
- Earnest vs. SoFi: Navigating Your Student Loan Refinance Options · thecollegeinvestor.com
- Earnest vs. SoFi: Which Student Loan Refinancing Lender Is Better? · credible.com
- Eligibility Criteria · sofi.com
- Income for a SoFi Loan Application · support.sofi.com
- Learn About Rates for Our SoFi Lending Products · support.sofi.com
- Does Earnest consider household incomes when reviewing applications? · help.earnest.com
- What Makes Refinancing My Student Loans With Earnest Different From Other Refinancing or Consolidation Options? · help.earnest.com
- SoFi vs Earnest: Student Loan Refinance Compared (2026) · financialist.com
- The Basics of SoFi’s Student Loan Refinancing! · support.sofi.com
- How to Refinance Student Loans · sofi.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
SoFi student loan refinancing variable income self employed eligibility repayment options MBA loans 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Earnest student loan refinancing self employed income eligibility flexible repayment terms 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
SoFi vs Earnest student loan refinance rates fees cosigner release unemployment protection 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |