Real ChatGPT answer · index seedSqVHNZhwYfYcompleteFinance and banking · student loanscommercial

Compare current fixed rate refinancing offers from SoFi against Laurel Road for a medical resident transitioning to an attending physician salary.

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare current fixed rate refinancing offers from SoFi against Laurel Road for a medical resident transitioning to an attending physician salary.
2 real searches · 1 real-search pass
SoFi student loan refinancing fixed APR rates October 2026 resident physician attending physician income offer termsGoogle ↗
OBSERVED
Laurel Road student loan refinancing fixed APR rates October 2026 medical residents attending physicians offer termsGoogle ↗
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 fixed APR rates October 2026 resident physician attending physician income offer terms Google ↗
Laurel Road student loan refinancing fixed APR rates October 2026 medical residents attending physicians offer terms Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
SoFi student loan refinancing fixed APR rates October 2026 resident physician attending physician income offer terms
OBSERVED
Google ↗
AI Mode ↗
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of 1
Laurel Road student loan refinancing fixed APR rates October 2026 medical residents attending physicians offer terms
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1