Real ChatGPT answer · index seedyIUffnE6I8wcompleteFinance and banking · student loanscomparison

Is it cheaper in the long run to refinance Parent Plus loans through SoFi or Earnest based on my current income-driven repayment situation?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it cheaper in the long run to refinance Parent Plus loans through SoFi or Earnest based on my current income-driven repayment situation?
3 real searches · 1 real-search pass
2026 SoFi Parent PLUS student loan refinance rates terms cosigner unemployment protectionsGoogle ↗
OBSERVED
2026 Earnest Parent PLUS refinance rates terms repayment options hardship protectionsGoogle ↗
OBSERVED
2026 Parent PLUS loans income driven repayment ICR consolidation forgiveness current rulesGoogle ↗
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 SoFi Parent PLUS student loan refinance rates terms cosigner unemployment protections Google ↗
2026 Earnest Parent PLUS refinance rates terms repayment options hardship protections Google ↗
2026 Parent PLUS loans income driven repayment ICR consolidation forgiveness current rules Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 SoFi Parent PLUS student loan refinance rates terms cosigner unemployment protections
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2026 Earnest Parent PLUS refinance rates terms repayment options hardship protections
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2026 Parent PLUS loans income driven repayment ICR consolidation forgiveness current rules
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1