Real ChatGPT answer · index seedd8A5fLrLyOscompleteEducation · financial aid and scholarshipscomparison
Can you compare SoFi and Credible for refinancing parent PLUS loans to see which platform gives better rate comparisons for retirees?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare SoFi and Credible for refinancing parent PLUS loans to see which platform gives better rate comparisons for retirees?
3 real searches · 1 real-search pass
SoFi Parent PLUS loan refinance rates eligibility retirement income co-signer 2026Google ↗
OBSERVEDOther / navigational
Credible Parent PLUS refinance student loans lender marketplace rates lenders eligibility retirement income 2026Google ↗
OBSERVEDOther / navigational
SoFi vs Credible student loan refinancing marketplace lender comparison Parent PLUS loansGoogle ↗
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 Parent PLUS loan refinance rates eligibility retirement income co-signer 2026 Google ↗
Credible Parent PLUS refinance student loans lender marketplace rates lenders eligibility retirement income 2026 Google ↗
SoFi vs Credible student loan refinancing marketplace lender comparison Parent PLUS loans Google ↗
- SoFi Parent PLUS refinancing · sofi.com
- Credible Parent PLUS comparison · credible.com
- Eligibility Criteria · sofi.com
- Private lenders that refinance parent PLUS loans of November 2026 · nerdwallet.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
SoFi Parent PLUS loan refinance rates eligibility retirement income co-signer 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Credible Parent PLUS refinance student loans lender marketplace rates lenders eligibility retirement income 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
SoFi vs Credible student loan refinancing marketplace lender comparison Parent PLUS loans OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |