Real ChatGPT answer · index seedDCLcuTTDw6EcompleteFinance and banking · student loanscommercial

Show me a comparison of the top student loan refinancing platforms for parents with excellent credit scores.

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Show me a comparison of the top student loan refinancing platforms for parents with excellent credit scores.
2 real searches · 1 real-search pass
best parent PLUS student loan refinancing lenders 2026 rates eligibility SoFi Earnest Laurel Road ELFI RISLAGoogle ↗
OBSERVED
parent PLUS loan refinancing lenders compare fixed APR rates 2026 excellent creditGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
best parent PLUS student loan refinancing lenders 2026 rates eligibility SoFi Earnest Laurel Road ELFI RISLA Google ↗
parent PLUS loan refinancing lenders compare fixed APR rates 2026 excellent credit Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best parent PLUS student loan refinancing lenders 2026 rates eligibility SoFi Earnest Laurel Road ELFI RISLA
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
parent PLUS loan refinancing lenders compare fixed APR rates 2026 excellent credit
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1