Real ChatGPT answer · index seedunG1RpLyyGscompleteFinance and banking · student loansbrand

Can you compare the hidden fees and interest rates of refinancing federal loans with SoFi versus earnest right now?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the hidden fees and interest rates of refinancing federal loans with SoFi versus earnest right now?
3 real searches · 1 real-search pass
SoFi student loan refinancing rates fees origination fee late fee autopay discount 2026 officialGoogle ↗
OBSERVEDOther / navigational
Earnest student loan refinancing rates fees origination fee late fee autopay discount 2026 officialGoogle ↗
OBSERVEDOther / navigational
federal student loan refinancing private loan loss federal protections income driven repayment forgiveness officialGoogle ↗
OBSERVEDComparison

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
SoFi student loan refinancing rates fees origination fee late fee autopay discount 2026 official Google ↗
Earnest student loan refinancing rates fees origination fee late fee autopay discount 2026 official Google ↗
federal student loan refinancing private loan loss federal protections income driven repayment forgiveness official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
SoFi student loan refinancing rates fees origination fee late fee autopay discount 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Earnest student loan refinancing rates fees origination fee late fee autopay discount 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
federal student loan refinancing private loan loss federal protections income driven repayment forgiveness official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1