Real ChatGPT answer · index seedkeMVYw5K06EcompleteFinance and banking · student loanscommercial

Can you compare the current refinancing rates from Earnest, SoFi, and Credible for someone with mixed business and personal credit histories?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the current refinancing rates from Earnest, SoFi, and Credible for someone with mixed business and personal credit histories?
3 real searches · 1 real-search pass
Earnest student loan refinancing rates October 2026 fixed variable APR eligibility underwriting self employed business incomeGoogle ↗
OBSERVEDOther / navigational
SoFi student loan refinancing rates October 2026 APR eligibility self employed business income creditGoogle ↗
OBSERVEDComparison
Credible student loan refinancing rates October 2026 marketplace lender rates credit eligibilityGoogle ↗
OBSERVEDOther / navigational

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.

ChatGPT real searches (3)
Short factOther / navigational67%Comparison33%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Earnest student loan refinancing rates October 2026 fixed variable APR eligibility underwriting self employed business income Google ↗
SoFi student loan refinancing rates October 2026 APR eligibility self employed business income credit Google ↗
Credible student loan refinancing rates October 2026 marketplace lender rates credit eligibility Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Earnest student loan refinancing rates October 2026 fixed variable APR eligibility underwriting self employed business income
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
SoFi student loan refinancing rates October 2026 APR eligibility self employed business income credit
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Credible student loan refinancing rates October 2026 marketplace lender rates credit eligibility
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1