Real ChatGPT answer · index seedw1td4GHRoiscompleteEducation · financial aid and scholarshipscomparison

Between SoFi and Earnest private student loan comparison tools, which one currently shows better refinancing rates for someone with a small business income?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between SoFi and Earnest private student loan comparison tools, which one currently shows better refinancing rates for someone with a small business income?
2 real searches · 1 real-search pass
SoFi student loan refinancing rates 2026 self employed income documentation officialGoogle ↗
OBSERVED
Earnest student loan refinancing rates 2026 self employed income documentation officialGoogle ↗
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
SoFi student loan refinancing rates 2026 self employed income documentation official Google ↗
Earnest student loan refinancing rates 2026 self employed income documentation official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
SoFi student loan refinancing rates 2026 self employed income documentation official
OBSERVED
Google ↗
AI Mode ↗
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Earnest student loan refinancing rates 2026 self employed income documentation official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1