Real ChatGPT answer · index seedOTmxM1so51scompleteFinance and banking · student loanshowto

How should our household compare current fixed and variable rate offers from Earnest to decide which one makes sense for our long-term retirement planning?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How should our household compare current fixed and variable rate offers from Earnest to decide which one makes sense for our long-term retirement planning?
3 real searches · 1 real-search pass
Earnest student loan refinancing fixed variable interest rates APR terms rate cap variable rate official 2026Google ↗
OBSERVED
Earnest student loan refinancing fixed vs variable rates how variable rate changes index margin caps officialGoogle ↗
OBSERVED
IRS student loan refinancing tax treatment student loan interest deduction retirement planning 2026Google ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Earnest student loan refinancing fixed variable interest rates APR terms rate cap variable rate official 2026 Google ↗
Earnest student loan refinancing fixed vs variable rates how variable rate changes index margin caps official Google ↗
IRS student loan refinancing tax treatment student loan interest deduction retirement planning 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Earnest student loan refinancing fixed variable interest rates APR terms rate cap variable rate official 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Earnest student loan refinancing fixed vs variable rates how variable rate changes index margin caps official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IRS student loan refinancing tax treatment student loan interest deduction retirement planning 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1