Real ChatGPT answer · index seedo3aHymAMpYIcompleteFinance and banking · student loansinformational

What are the underwriting differences between SoFi and competitors when assessing self-employed borrowers looking to refinance over two hundred thousand in student debt?

ChatGPTgpt-66 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the underwriting differences between SoFi and competitors when assessing self-employed borrowers looking to refinance over two hundred thousand in student debt?
6 real searches · 1 real-search pass
2026 student loan refinancing lender underwriting self-employed borrowers SoFi Earnest Laurel Road ELFI maximum loan amountsGoogle ↗
OBSERVED
SoFi student loan refinancing self employed income verification tax returns maximum loan amount underwriting requirementsGoogle ↗
OBSERVED
Earnest student loan refinance self employed income documentation maximum loan amount underwritingGoogle ↗
OBSERVED
Laurel Road student loan refinance self employed income documentation maximum loan amount underwritingGoogle ↗
OBSERVED
ELFI student loan refinance self employed income verification maximum loan amountGoogle ↗
OBSERVED
Splash Financial student loan refinance self employed income documentation maximum loan amountGoogle ↗
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 6 queries…

Searches and sources

ChatGPT6 real searches · gpt-6
2026 student loan refinancing lender underwriting self-employed borrowers SoFi Earnest Laurel Road ELFI maximum loan amounts Google ↗
SoFi student loan refinancing self employed income verification tax returns maximum loan amount underwriting requirements Google ↗
Earnest student loan refinance self employed income documentation maximum loan amount underwriting Google ↗
Laurel Road student loan refinance self employed income documentation maximum loan amount underwriting Google ↗
ELFI student loan refinance self employed income verification maximum loan amount Google ↗
Splash Financial student loan refinance self employed income documentation maximum loan amount Google ↗

Semantic map

Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.

Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

6 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 student loan refinancing lender underwriting self-employed borrowers SoFi Earnest Laurel Road ELFI maximum loan amounts
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
SoFi student loan refinancing self employed income verification tax returns maximum loan amount underwriting requirements
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Earnest student loan refinance self employed income documentation maximum loan amount underwriting
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Laurel Road student loan refinance self employed income documentation maximum loan amount underwriting
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ELFI student loan refinance self employed income verification maximum loan amount
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Splash Financial student loan refinance self employed income documentation maximum loan amount
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1