Real ChatGPT answer · index seedughH8tysuhocompleteFinance and banking · student loanscomparison

Which is better for minimizing total interest paid over five years, refinancing with Earnest or sticking with a federal consolidation plan?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which is better for minimizing total interest paid over five years, refinancing with Earnest or sticking with a federal consolidation plan?
3 real searches · 1 real-search pass
Earnest student loan refinancing current fixed APR rates 2026 officialGoogle ↗
OBSERVED
Federal Direct Consolidation Loan interest rate weighted average rounded up nearest one-eighth officialGoogle ↗
OBSERVED
Federal student loan consolidation benefits lost refinancing private loan official Federal Student AidGoogle ↗
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 current fixed APR rates 2026 official Google ↗
Federal Direct Consolidation Loan interest rate weighted average rounded up nearest one-eighth official Google ↗
Federal student loan consolidation benefits lost refinancing private loan official Federal Student Aid Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Earnest student loan refinancing current fixed APR rates 2026 official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Federal Direct Consolidation Loan interest rate weighted average rounded up nearest one-eighth official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Federal student loan consolidation benefits lost refinancing private loan official Federal Student Aid
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1