Real ChatGPT answer · index seed4NPD1eNJSwYcompleteFinance and banking · student loanscomparison

Should I be consolidating multiple federal loans through the official government site or is a private company like Earnest a better option for my total balance?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Should I be consolidating multiple federal loans through the official government site or is a private company like Earnest a better option for my total balance?
2 real searches · 1 real-search pass
Federal Student Aid Direct Consolidation Loan weighted average interest rate rounded up nearest eighth federal benefits officialGoogle ↗
OBSERVED
Earnest student loan refinancing federal loans lose federal benefits official 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
Federal Student Aid Direct Consolidation Loan weighted average interest rate rounded up nearest eighth federal benefits official Google ↗
Earnest student loan refinancing federal loans lose federal benefits official terms Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Federal Student Aid Direct Consolidation Loan weighted average interest rate rounded up nearest eighth federal benefits official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Earnest student loan refinancing federal loans lose federal benefits official terms
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1