Real ChatGPT answer · index seed5v38TPGyIJscompleteFinance and banking · student loanscomparison

I need to lock in a new rate today because my current variable student loan is spiking, so should I refinance with Earnest or SoFi right now?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need to lock in a new rate today because my current variable student loan is spiking, so should I refinance with Earnest or SoFi right now?
2 real searches · 1 real-search pass
Earnest student loan refinance rates October 31 2026 fixed variable APR benefits fees soft credit checkGoogle ↗
OBSERVED
SoFi student loan refinancing rates October 31 2026 fixed variable APR benefits fees soft credit checkGoogle ↗
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
Earnest student loan refinance rates October 31 2026 fixed variable APR benefits fees soft credit check Google ↗
SoFi student loan refinancing rates October 31 2026 fixed variable APR benefits fees soft credit check Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Earnest student loan refinance rates October 31 2026 fixed variable APR benefits fees soft credit check
OBSERVED
Google ↗
AI Mode ↗
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of 1
SoFi student loan refinancing rates October 31 2026 fixed variable APR benefits fees soft credit check
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1